{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event Study"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While Alphalens is a tool designed to evaluate a cross-sectional signal which can be used to rank many securities each day, we can still make use of Alphalens returns analysis functions, a subset of Alphalens, to create a meaningful event study.\n",
    "\n",
    "An event study is a statistical method to assess the impact of a particular event on the value of a stock. In this example we will evalute what happens to stocks whose price fall below 30$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:18:43.743879Z",
     "start_time": "2021-09-07T23:18:43.733479Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:18:44.563311Z",
     "start_time": "2021-09-07T23:18:43.759334Z"
    }
   },
   "outputs": [],
   "source": [
    "import alphalens\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:18:44.568258Z",
     "start_time": "2021-09-07T23:18:44.564789Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is a simple mapping of tickers to sectors for a universe of 500 large cap stocks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:18:44.583002Z",
     "start_time": "2021-09-07T23:18:44.569186Z"
    }
   },
   "outputs": [],
   "source": [
    "tickers = ['ACN', 'ATVI', 'ADBE', 'AMD', 'AKAM', 'ADS', 'GOOGL', 'GOOG', 'APH', 'ADI', 'ANSS', 'AAPL',\n",
    "           'AVGO', 'CA', 'CDNS', 'CSCO', 'CTXS', 'CTSH', 'GLW', 'CSRA', 'DXC', 'EBAY', 'EA', 'FFIV', 'FB',\n",
    "           'FLIR', 'IT', 'GPN', 'HRS', 'HPE', 'HPQ', 'INTC', 'IBM', 'INTU', 'JNPR', 'KLAC', 'LRCX', 'MA', 'MCHP',\n",
    "           'MSFT', 'MSI', 'NTAP', 'NFLX', 'NVDA', 'ORCL', 'PAYX', 'PYPL', 'QRVO', 'QCOM', 'RHT', 'CRM', 'STX',\n",
    "           'AMG', 'AFL', 'ALL', 'AXP', 'AIG', 'AMP', 'AON', 'AJG', 'AIZ', 'BAC', 'BK', 'BBT', 'BRK.B', 'BLK', 'HRB',\n",
    "           'BHF', 'COF', 'CBOE', 'SCHW', 'CB', 'CINF', 'C', 'CFG', 'CME', 'CMA', 'DFS', 'ETFC', 'RE', 'FITB', 'BEN',\n",
    "           'GS', 'HIG', 'HBAN', 'ICE', 'IVZ', 'JPM', 'KEY', 'LUK', 'LNC', 'L', 'MTB', 'MMC', 'MET', 'MCO', 'MS',\n",
    "           'NDAQ', 'NAVI', 'NTRS', 'PBCT', 'PNC', 'PFG', 'PGR', 'PRU', 'RJF', 'RF', 'SPGI', 'STT', 'STI', 'SYF', 'TROW',\n",
    "           'ABT', 'ABBV', 'AET', 'A', 'ALXN', 'ALGN', 'AGN', 'ABC', 'AMGN', 'ANTM', 'BCR', 'BAX', 'BDX', 'BIIB', 'BSX',\n",
    "           'BMY', 'CAH', 'CELG', 'CNC', 'CERN', 'CI', 'COO', 'DHR', 'DVA', 'XRAY', 'EW', 'EVHC', 'ESRX', 'GILD', 'HCA',\n",
    "           'HSIC', 'HOLX', 'HUM', 'IDXX', 'ILMN', 'INCY', 'ISRG', 'IQV', 'JNJ', 'LH', 'LLY', 'MCK', 'MDT', 'MRK', 'MTD',\n",
    "           'MYL', 'PDCO', 'PKI', 'PRGO', 'PFE', 'DGX', 'REGN', 'RMD', 'SYK', 'TMO', 'UNH', 'UHS', 'VAR', 'VRTX', 'WAT',\n",
    "           'MMM', 'AYI', 'ALK', 'ALLE', 'AAL', 'AME', 'AOS', 'ARNC', 'BA', 'CHRW', 'CAT', 'CTAS', 'CSX', 'CMI', 'DE',\n",
    "           'DAL', 'DOV', 'ETN', 'EMR', 'EFX', 'EXPD', 'FAST', 'FDX', 'FLS', 'FLR', 'FTV', 'FBHS', 'GD', 'GE', 'GWW',\n",
    "           'HON', 'INFO', 'ITW', 'IR', 'JEC', 'JBHT', 'JCI', 'KSU', 'LLL', 'LMT', 'MAS', 'NLSN', 'NSC', 'NOC', 'PCAR',\n",
    "           'PH', 'PNR', 'PWR', 'RTN', 'RSG', 'RHI', 'ROK', 'COL', 'ROP', 'LUV', 'SRCL', 'TXT', 'TDG', 'UNP', 'UAL',\n",
    "           'AES', 'LNT', 'AEE', 'AEP', 'AWK', 'CNP', 'CMS', 'ED', 'D', 'DTE', 'DUK', 'EIX', 'ETR', 'ES', 'EXC']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## YFinance Download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:15.663673Z",
     "start_time": "2021-09-07T23:18:44.634298Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  247 of 247 completed\n",
      "\n",
      "19 Failed downloads:\n",
      "- CELG: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- HRS: No data found, symbol may be delisted\n",
      "- BCR: No data found for this date range, symbol may be delisted\n",
      "- MYL: No data found, symbol may be delisted\n",
      "- AGN: No data found, symbol may be delisted\n",
      "- ARNC: Data doesn't exist for startDate = 1433134800, endDate = 1483250400\n",
      "- ETFC: No data found, symbol may be delisted\n",
      "- IR: Data doesn't exist for startDate = 1433134800, endDate = 1483250400\n",
      "- JEC: No data found, symbol may be delisted\n",
      "- STI: No data found, symbol may be delisted\n",
      "- LUK: No data found for this date range, symbol may be delisted\n",
      "- RHT: No data found, symbol may be delisted\n",
      "- BRK.B: No data found, symbol may be delisted\n",
      "- BBT: No data found, symbol may be delisted\n",
      "- FLIR: No data found, symbol may be delisted\n",
      "- VAR: No data found, symbol may be delisted\n",
      "- BHF: Data doesn't exist for startDate = 1433134800, endDate = 1483250400\n",
      "- RTN: No data found, symbol may be delisted\n"
     ]
    }
   ],
   "source": [
    "import yfinance as yf\n",
    "import pandas_datareader.data as web\n",
    "yf.pdr_override()\n",
    "\n",
    "df = web.get_data_yahoo(tickers, start='2015-06-01',  end='2017-01-01')\n",
    "df.index = pd.to_datetime(df.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:18.013078Z",
     "start_time": "2021-09-07T23:19:17.894866Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 403 entries, 2015-06-01 to 2016-12-30\n",
      "Columns: 1482 entries, ('Adj Close', 'A') to ('Volume', 'XRAY')\n",
      "dtypes: float64(1482)\n",
      "memory usage: 4.6 MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:21.132186Z",
     "start_time": "2021-09-07T23:19:21.084649Z"
    }
   },
   "outputs": [],
   "source": [
    "df = df.stack()\n",
    "df.index.names = ['date', 'asset']\n",
    "df = df.tz_localize('UTC', level='date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:21.655910Z",
     "start_time": "2021-09-07T23:19:21.630676Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 91072 entries, (Timestamp('2015-06-01 00:00:00+0000', tz='UTC'), 'A') to (Timestamp('2016-12-30 00:00:00+0000', tz='UTC'), 'XRAY')\n",
      "Data columns (total 6 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   Adj Close  91072 non-null  float64\n",
      " 1   Close      91072 non-null  float64\n",
      " 2   High       91072 non-null  float64\n",
      " 3   Low        91072 non-null  float64\n",
      " 4   Open       91072 non-null  float64\n",
      " 5   Volume     91072 non-null  float64\n",
      "dtypes: float64(6)\n",
      "memory usage: 4.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Factor Computation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now it's time to build the events DataFrame, the input we will pass to Alphalens.\n",
    "\n",
    "Alphalens calculates statistics for those dates where the input DataFrame has values (not NaN). So to compute the performace analysis on specific dates and securities (like an event study) then we have to make sure the input DataFrame contains valid values only on those date/security combinations where the event happens. All the other values in the DataFrame must be NaN or not present.\n",
    "\n",
    "Also, make sure the event values are positive (it doesn't matter the value but they must be positive) if you intend to go long on the events and use negative values if you intent to go short. This impacts the cumulative returns plots. \n",
    "\n",
    "Let's create the event DataFrame where we \"mark\" (any value) each day a security price fall below 30$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:27.001181Z",
     "start_time": "2021-09-07T23:19:26.963815Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date                       asset\n",
       "2015-06-04 00:00:00+00:00  LNT      29.645000\n",
       "                           PWR      29.850000\n",
       "2015-06-12 00:00:00+00:00  CA       29.830000\n",
       "2015-06-18 00:00:00+00:00  PWR      29.870001\n",
       "2015-06-25 00:00:00+00:00  PWR      29.629999\n",
       "                                      ...    \n",
       "2016-12-06 00:00:00+00:00  GE       29.990385\n",
       "2016-12-07 00:00:00+00:00  PFE      29.724857\n",
       "2016-12-09 00:00:00+00:00  CSCO     29.980000\n",
       "2016-12-13 00:00:00+00:00  EW       29.476667\n",
       "2016-12-14 00:00:00+00:00  EBAY     29.850000\n",
       "Length: 148, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today_price = df.loc[:, 'Open'].unstack('asset')\n",
    "yesterday_price = today_price.shift(1)\n",
    "events = today_price[(today_price < 30.0) & (yesterday_price >= 30)]\n",
    "events = events.stack()\n",
    "events = events.astype(float)\n",
    "events"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The pricing data passed to alphalens should contain the entry price for the assets so it must reflect the next available price after an event was observed at a given timestamp. Those prices must not be used in the calculation of the events for that time. Always double check to ensure you are not introducing lookahead bias to your study.\n",
    "\n",
    "The pricing data must also contain the exit price for the assets, for period 1 the price at the next timestamp will be used, for period 2 the price after 2 timestats will be used and so on.\n",
    "\n",
    "While Alphalens is time frequency agnostic, in our example we build 'pricing' DataFrame so that for each event timestamp it contains the assets open price for the next day afer the event is detected, this price will be used as the assets entry price. Also, we are not adding additional prices so the assets exit price will be the following days open prices (how many days depends on 'periods' argument)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:27.016155Z",
     "start_time": "2021-09-07T23:19:27.002467Z"
    }
   },
   "outputs": [],
   "source": [
    "pricing = df.loc[:, 'Open'].iloc[1:].unstack('asset')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:27.030083Z",
     "start_time": "2021-09-07T23:19:27.017147Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 402 entries, 2015-06-01 00:00:00+00:00 to 2016-12-30 00:00:00+00:00\n",
      "Columns: 228 entries, AAL to FTV\n",
      "dtypes: float64(228)\n",
      "memory usage: 719.2 KB\n"
     ]
    }
   ],
   "source": [
    "pricing.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Run Event Study"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Before running Alphalens beware of some important options: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:27.036984Z",
     "start_time": "2021-09-07T23:19:27.031550Z"
    }
   },
   "outputs": [],
   "source": [
    "# we don't want any filtering to be done\n",
    "\n",
    "filter_zscore = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:27.045088Z",
     "start_time": "2021-09-07T23:19:27.038022Z"
    }
   },
   "outputs": [],
   "source": [
    "# We want to have only one  bin/quantile. So we can either use quantiles=1 or bins=1\n",
    "\n",
    "quantiles = None\n",
    "bins = 1\n",
    "\n",
    "# Beware that in pandas versions below 0.20.0 there were few bugs in panda.qcut and pandas.cut\n",
    "# that resulted in ValueError exception to be thrown when identical values were present in the\n",
    "# dataframe and 1 quantile/bin was selected.\n",
    "# As a workaroung use the bins custom range option that include all your values. E.g.\n",
    "\n",
    "quantiles = None\n",
    "bins = [-1000000, 1000000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:27.061765Z",
     "start_time": "2021-09-07T23:19:27.046246Z"
    }
   },
   "outputs": [],
   "source": [
    "# You don't have to directly set 'long_short' option when running alphalens.tears.create_event_study_tear_sheet\n",
    "# But in case you are making use of other Alphalens functions make sure to set 'long_short=False'\n",
    "# if you set 'long_short=True' Alphalens will perform forward return demeaning and that makes sense only\n",
    "# in a dollar neutral portfolio. With an event style signal you cannot usually create a dollar neutral\n",
    "# long/short portfolio\n",
    "\n",
    "long_short = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Alphalens Input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:27.323875Z",
     "start_time": "2021-09-07T23:19:27.067595Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 0.0% entries from factor data: 0.0% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 35.0%, not exceeded: OK!\n"
     ]
    }
   ],
   "source": [
    "factor_data = alphalens.utils.get_clean_factor_and_forward_returns(events,\n",
    "                                                                   pricing,\n",
    "                                                                   quantiles=None,\n",
    "                                                                   bins=1,\n",
    "                                                                   periods=(\n",
    "                                                                       1, 2, 3, 4, 5, 6, 10),\n",
    "                                                                   filter_zscore=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run Event Tearsheet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:29.805689Z",
     "start_time": "2021-09-07T23:19:27.324792Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Quantiles Statistics\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>count</th>\n",
       "      <th>count %</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>factor_quantile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26.549999</td>\n",
       "      <td>29.990385</td>\n",
       "      <td>29.574573</td>\n",
       "      <td>0.534693</td>\n",
       "      <td>148</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                       min        max       mean       std  count  count %\n",
       "factor_quantile                                                           \n",
       "1                26.549999  29.990385  29.574573  0.534693    148    100.0"
      ]
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     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
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     "data": {
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sWPzzzz8YM2YM2rVrBzc3NxQuXBh3797Fb7/9hjp16mDWrFnZ6nNGeTV9+nTcv38fb731FipVqoSnT59i3759iIuLM7jB9Mvk5uaGtWvXavcVK1y4MFxdXXP163QVKlTAV199hWnTpqF9+/b44IMP8NprryE6OhrXrl3D4cOHsWfPHqO/ryIiMoZFFBEVaL/++it+/fVXWFhYoHjx4qhQoQIaN26Mr776Cu+8806W8UWLFsWAAQMQFBSEoKAgxMXFoVy5cmjVqhWGDRuG8uXLa8/98ssv8c0332Dp0qWIi4sDAOkiytvbG3///TfWr1+PBw8eoHr16lrx87wPPvgAERERWLduHWbOnIkqVapgxIgRsLCwwLlz5/Se27BhQ3h7e2Pjxo2YPn06UlJSMGrUqAyLqFKlSmHDhg346aefcPToUWzbtg1lypRBz5498emnn2Z5YQ5zFS5cGCtWrMCSJUuwd+9eHDp0CKVKlYKnpyfGjBmjd6W27Jg5cyaaNm2KgIAA/PLLL0hOToa9vT1q166NcePGGTy/TJkyePvtt3Hs2DFUq1bN6G+N0sdo5cqV2L9/P44cOQJLS0tUqFABDRs2RPfu3bPd34zyqmPHjti2bRu2b9+O6OholCxZErVq1cJPP/2Etm3bZrs9WR06dEBwcDD27NmD/fv3Iy0tTcvJ3NS1a1dUq1YNK1euxKZNmxATE4PSpUujevXqGD16NOzt7XO1fSJ6tehEbv4KlIiIiIiI6BXD30QRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZCuR9oh4+jENaGq/sTkRERERE+iwsdLC1LZHpcwpkEZWWJlhEERERERFRtvDrfERERERERGZgEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAYWUURERERERGZgEUVERERERGQGFlFERERERERmKKSy8YiICPj7++PcuXO4ePEi4uPj4e/vj6ZNm2rPefjwIbZu3YqjR4/ixo0bSElJQc2aNfHRRx+hXbt2CntPREREREQFkdJPom7evAlfX1+Eh4fD0dHR6HPOnj2LhQsXonTp0vjkk08wduxYWFlZYcyYMVi8ePFL7jERERERERV0OiGEUNV4bGwskpOTYWtri8OHD2PkyJEGn0Tdvn0bFhYWeO2117RtQgh89NFHOHv2LE6fPo2iRYua1W5UVCzS0pQdNhERERER5VEWFjqUKVMy8+e8pL4YVbJkSdja2mb6nCpVqugVUACg0+ng4eGBp0+f4r///svNLhIREREREenJtxeWePDgAQBkWYQRERERERHlpHxZRD169AibN29GkyZNYGdnp7o7RERERERUgCi9Ol92pKWlwdvbGzExMZg2bZrq7tBLVMK6GIpbGU/Z+MQUxD1JeMk9IiIiIqKCKN8VUd9++y3++OMPzJ07N8Mr+tGrqbhVIVh47za6L22uF+Jecn+IiIiIqGDKV1/nW7RoEdavX4/x48ejQ4cOqrtDREREREQFUL4potatWwcfHx989NFHGDRokOruEBERERFRAZUviqi9e/dixowZ8PLywqRJk1R3h4iIiIiICjDlv4n6+eefAQAhISEAgJ07d+LMmTOwtrZG3759cf78eUyYMAGlS5fGm2++iV27dunFt2jRAmXLln3p/SYiIiIiooJJeRH1448/6j3eunUrAOC1115D3759cf36dSQnJyM6OhpTpkwxiPf392cRRUREREREL43yIurq1auZ7u/SpQu6dOnyknpDRERERESUuXzxmygiIiIiIqK8gkUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZlBaREVERGBuXPnol+/fqhfvz4cHR1x+vRpo889cuQIOnfujLp168Ld3R2LFi1CSkrKS+4xEREREREVdEqLqJs3b8LX1xfh4eFwdHTM8HknTpzAyJEjYWNjg+nTp8PDwwOLFy/GzJkzX2JviYiIiIiIgEIqG69Tpw5OnToFW1tbHD58GCNHjjT6vDlz5qB27dpYsWIFLC0tAQAlSpTAsmXL0K9fP1SrVu0l9pqIiIiIiAoypZ9ElSxZEra2tpk+5/r167h+/Tp69OihFVAA0Lt3b6SlpeHgwYO53U0iIiIiIiJNnr+wxOXLlwEALi4uetvLly+PChUqaPuJiIiIiIhehjxfREVGRgIA7O3tDfbZ29sjIiLiZXeJiIiIiIgKsDxfRD19+hQAUKRIEYN9VlZW2n4iIiIiIqKXIc8XUUWLFgUAJCUlGexLTEzU9hMREREREb0Meb6ISv8aX/rX+p4XGRmJcuXKvewuERERERFRAZbniyhnZ2cAwMWLF/W2h4eH4/79+9p+IiIiIiKilyHPF1FvvPEGatSogU2bNiE1NVXbvmHDBlhYWKBNmzYKe0dERERERAWN0pvtAsDPP/8MAAgJCQEA7Ny5E2fOnIG1tTX69u0LAJgwYQI++eQTDBo0CO3bt8e1a9ewbt069OjRA9WrV1fWdyIiIiIiKnh0QgihsgOOjo5Gt7/22ms4evSo9vjw4cNYtGgRQkJCYGdnh65du2LEiBEoVMj8OjAqKhZpaUoPm7LB3r4ULLx3G92XNtcLkZExL7lHRERERPSqsbDQoUyZkpk+R/knUVevXjXpeR4eHvDw8Mjl3hAREREREWUuz/8mioiIiIiIKC9hEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAYWUURERERERGZgEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAYWUURERERERGZgEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAYWUURERERERGZgEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAaTi6jz588jICBAb9vhw4fh5eWFt99+G/Pnz8/xzhEREREREeU1JhdRixYtwtGjR7XHd+/exbhx4xAZGYlSpUrB19cXW7duzZVOEhERERER5RUmF1FXrlxBgwYNtMd79uyBEAI7d+7E3r170aJFC4NPqoiIiIiIiF41JhdRjx49QtmyZbXHf/zxBxo3bozy5csDAFq1aoXQ0NAc7yAREREREVFeYnIRZW1tjQcPHgAAkpKScO7cOTRq1Ejbr9PpkJiYmPM9JCIiIiIiykMKmfpEJycnbNmyBc2bN8ehQ4eQmJiIt956S9t/584dlClTJlc6SURERERElFeYXESNGDECgwYNQvfu3SGEQIsWLVC3bl1t//Hjx+Hm5pYrnSQiIiIiIsorTC6iGjRogG3btuGPP/5AqVKl0L59e23fw4cP0aJFC3h4eORKJ4mIiIiIiPIKk4uou3fvomLFiujXr5/BPltbW4wdOxYPHz7M0c4RERERERHlNSZfWKJ169Y4dOhQhvuPHTuG1q1b50iniIiIiIiI8iqTiyghRKb709LSoNPppDtERERERESUl5lcRAHItEgKCQlBqVKlpDtERERERESUl2X6m6jt27dj+/bt2uMlS5YgICDA4HmPHz/Gv//+ywtLEBERERHRKy/TIurJkye4c+cOgGefQkVHRyMhIUHvOTqdDsWLF0fXrl0xduzY3OspERERERFRHpBpETVgwAAMGDAAwLOb7U6ZMgVeXl4vpWNERERERER5kcmXOL9y5Upu9oOIiIiIiChfMOvCEkRERERERAWdyZ9EAcCePXuwZs0a3Lp1C48ePTLYr9PpcPny5ZzqGxERERERUZ5jchG1fPlyzJs3D6VLl4abmxtsbW1zs19ERERERER5kslF1Pr16+Hm5oZVq1ahaNGiudknIiIiIiKiPMvk30RFRkbCy8uLBRQRERERERVoJhdRVatWRUxMTG72hYiIiIiIKM8zuYj6+OOPsWXLFsTFxeVmfzIUGhqKMWPG4J133kG9evXQvn17LFu2DElJSUr6Q0REREREBZPJv4mytLREmTJl0K5dO3Tt2hWVK1eGpaWlwfM6deqUk/0DAISHh6N79+4oVaoU+vbtCxsbG/z999+YN28e/v33X/zwww853iYREREREZExJhdRkyZN0v7/kiVLjD5Hp9PlShG1c+dOPHnyBOvXr8cbb7wBAOjRowcSExOxd+9efP/99yhcuHCOt0tERERERPQik4sof3//3OxHptK/QlimTBm97WXLlkWhQoWMfiJGRERERESUG0wuopo0aZKb/chU48aNsXTpUkydOhWjR4+GjY0N/vrrL2zfvh1DhgyBhYXJP+0iIiIiIiKSYnIR9bykpCQ8fPgQtra2KFKkSE73ycBbb72F0aNH45dffsHRo0e17Z999hlGjhyZ6+0TERERERGlM+sjnEuXLqF///5o0KAB3N3dcebMGQBAVFQUBgwYgMDAwFzpJABUrlwZTZo0wbfffgsfHx907doVPj4+2LBhQ661SURERERE9CKTP4kKDg5Gnz59YGtri44dO2Lbtm3avjJlyiAxMRHbt29H8+bNc7yTe/bswZdffon9+/ejfPnyAIA2bdpACIE5c+agffv2sLGxyfF2iYiIiIiIXmTyJ1E//vgjypUrh19//RXjxo2DEEJvf7NmzXD+/Pkc7yAArF+/HnXq1NEKqHStWrVCfHw8rly5kivtEhERERERvcjkIurMmTPo3r07SpQoAZ1OZ7C/UqVKiIiIyNHOpXvw4AFSU1MNticnJwOA0X1ERERERES5weQiKjExEaVKlcpwf2xsbI50yJjq1avj4sWLCAsL09u+Z88eWFpawtHRMdfaJiIiIiIiep7Jv4l6/fXXcenSpQz3nzp1CrVq1cqRTr1o0KBB+O2339CrVy/06dMHNjY2OH78OH777Tf07NnT4P5RREREREREucXkT6I6dOiAnTt36l2BL/1rfStXrsTvv/+Ojh075nwP8ew+URs3bkTt2rWxfv16zJw5E2FhYRg3bhy++OKLXGmTiIiIiIjIGJ148QoRGUhKSsKgQYPw999/o0aNGrhx4wYcHBwQHR2NBw8eoHnz5vD19c0XN76NiopFWppJh015iL19KVh47za6L22uFyIjY15yj4iIiIjoVWNhoUOZMiUzf46pL1akSBH4+flh4sSJsLKygpWVFUJDQ2Fra4vx48fjl19+yRcFFBERERERkQyTfxMFAIUKFcJHH32Ejz76KJe6Q0RERERElLeZ/NHRkSNHeClxIiIiIiIq8Ez+JGrkyJGws7NDhw4d0KlTJ9SuXTs3+0VERERERJQnmfxJ1FdffYXXX38d/v7+6Nq1K7y8vLBy5UpERkbmZv+IiIiIiIjyFJOvzpfu9u3b2L59O3bv3o3bt2/D0tISLVq0QKdOneDh4YEiRYrkVl9zDK/Olz/x6nxERERElNtMuTqf2UXU8/7++2/s2LEDBw4cQGxsLEqVKoU///wzuy/30rCIyp9YRBERERFRbjOliDLr6nwvatSoEerUqQMXFxfMnTsXMTE8iSUiIiIioldbtouowMBA7NixA4cOHcLTp09hY2ODPn365GTfiIiIiIiI8hyziqiQkBDt91ARERGwtLREy5Yt0blzZ7Rs2RKFCxfOrX4SERERERHlCSYXUV26dEFwcDCEEKhTpw6GDBmC999/H7a2trnZPyIiIiIiojzF5CIqMjISAwcOROfOnVGrVq3c7BMREREREVGeZXIRdeLECVhYmHxbKSIiIiIioleSyUVUegEVHx+Ps2fP4sGDB2jevDnKli2ba50jIiIiIiLKa8z6aGn9+vV45513MHDgQEycOBH//vsvACAqKgp169ZFQEBArnSSiIiIiIgorzC5iDpw4AC++eYbNG3aFDNmzMDz9+gtU6YM3n77bRw+fDhXOklERERERJRXmFxErVixAk2bNsXixYvRunVrg/0uLi7aJ1NERERERESvKpOLqGvXruG9997LcL+9vT2ioqJypFNERERERER5lclFlIWFBdLS0jLcHxERgWLFiuVIp4iIiIiIiPIqk4soJycn/PHHH0b3paWlYf/+/ahbt26OdYyIiIiIiCgvMrmI6tu3L3777TcsXLgQjx8/BgAIIXDjxg2MHj0a169fR79+/XKto0RERERERHmByfeJat++Pa5evYqlS5di2bJlAIDBgwdDCAEhBEaNGoWWLVvmWkeJiIiIiIjyApOLKAAYO3Ys2rRpg927d+PGjRsQQqBq1aro2LEjv8pHRMqVsC6G4lYZL2vxiSmIe5LwEntEREREryKziigAqFOnDurUqZMbfSEiklLcqhAsvHdnuD9trhfiXmJ/iIiI6NVk8m+iiIiIiIiIiEUUERERERGRWVhEERERERERmYFFFBERERERkRlYRBEREREREZkhwyKqdevWOHLkiPZ40aJFuHbt2kvpFBERERERUV6VYRF17949xMX9/4sBL1q0CFevXn0pnSIiIiIiIsqrMiyiypcvb/DJk06ny/UOERERERER5WUZ3my3devWWL58OX7//XfY2NgAAJYsWYKAgIAMX0yn02H16tU530siIiIiIqI8IsMiytvbG9bW1ggMDMTdu3eh0+kQHR2NhISEl9k/IiIiIiKiPCXDIqpo0aL47LPP8NlnnwEAnJycMGXKFHh5eb20zhEREREREeU1Jl/ifObMmahfv35u9oWIiIiIiCjPy/CTqBd17txZ+/8PHz7EnTt3AACVK1eGra1tzveMiIiIiIgoDzK5iAKAK1euYMaMGThz5oze9kaNGmHq1KlwcnLK0c4RERERERHlNSYXUdeuXUOvXr2QlJSE1q1bo1atWgCA69ev49ixY+jTpw82btyIN954I9c6S0REREREpJrJRdRPP/2EwoULY8OGDQafOF27dg19+/bFTz/9BB8fnxzvJBERERERUV5h8oUl/vrrL/Tu3dvoV/YcHBzQq1cv/PnnnznaOSIiIiIiorzG5CIqISEB9vb2Ge4vV64c7yFFRERERESvPJOLqCpVquDYsWMZ7j927BiqVKmSI50iIiIiIiLKq0wuojp27Ig//vgD48aNw7///ovU1FSkpqbi2rVrGDduHE6ePKl3GXQiIiIiIqJXkckXlhg0aBAuX76MPXv2YO/evbCweFZ/paWlQQiBdu3aYeDAgbnWUSIiIiIiorzA5CLK0tISCxcuxMmTJ3H48GHtZrtVqlSBh4cHmjdvnmudJCIiIiIiyivMutkuALRo0QItWrTIjb4QERERERHleSb/JiovOH/+PIYOHYrGjRujfv36+OCDD7Bt2zbV3SIiIiIiogLE7E+iVDlx4gRGjhyJJk2aYPTo0ShUqBBCQ0Nx79491V0jIiIiIqICJF8UUTExMZg8eTJ69uyJadOmqe4OEREREREVYPni63y7d+/GkydPMHr0aABAbGwshBCKe0VERERERAVRviiigoKCUKNGDZw4cQItW7ZEw4YN0aRJE8ydOxepqamqu0dERERERAWISV/ne/r0Kfbv34/q1avDzc0tt/tk4NatW7h//z4mTZqEwYMHo3bt2jh27Bh8fX2RmJiIqVOnvvQ+EZmqhHUxFLcyPtXiE1MQ9yThJfeI8prMcgTIOk+YY5TbZHOUiOhVY1IRVaRIEUybNg1Tp05VUkTFx8fj8ePHGDduHIYOHQoAaNOmDeLj47FhwwZ88sknsLOze+n9IjJFcatCsPDebXRf2lwvxL3k/lDek1mOAFnnCXOMcptsjhIRvWpM+jqfhYUFKlasiNjY2Nzuj1FFixYFAHTo0EFvu5eXF5KTk3HhwgUV3SIiIiIiogLI5N9EderUCbt27UJSUlJu9scoe3t7AEDZsmX1tqc/fvz48UvvExERERERFUwmX+K8QYMGOHToEDp27IjevXujatWqKFasmMHzGjdunKMdBIA6deogMDAQ4eHhqFKlirb9/v37AMCv8hERERER0UtjchH18ccfa///u+++g06n09svhIBOp0NwcHDO9e7/eHp6wtfXF1u2bMHYsWO19jZv3ozixYujXr16Od4mERERERGRMSYXUTNnzszNfmTKxcUFnTp1wi+//IKoqCjUrl0bJ06cwB9//IHx48ejZMmSyvpGREREREQFi8lFVOfOnXOzH1n69ttvUbFiRezYsQM7duxA5cqV8fXXX6Nnz55K+0VERERERAWLyUWUakWKFMGYMWMwZswY1V0hIiIiIqICzOSr8wHAvXv3MHnyZLzzzjtwcXFBUFAQACA6OhqTJ0/G+fPnc6WTREREREREeYXJRdTt27fRtWtXHDx4EG+88QZSU1O1fXZ2drh48SK2bNmSK50kIiIiIiLKK0z+Ot/ChQthYWGBX3/9FVZWVmjevLne/pYtW+LYsWM53kEiIiIiIqK8xORPogIDA9GrVy9UrFjR4PLmAFCpUiXtvk1ERERERESvKpOLqNjYWJQrVy7D/cnJyXpf8SMiIiIiInoVmVxEVaxYEf/++2+G+8+dO4fXX389RzpFRERERESUV5lcRL333nvYunUrrl27pm1L/1rfgQMHsH//frRr1y7ne0hERERERJSHmHxhiU8++QTHjx/Hhx9+iEaNGkGn08HX1xcLFizA+fPn4ezsjIEDB+ZmX4mIiIiIiJQz+ZOokiVLYtOmTejWrRsuXrwIIQROnjyJmzdvonfv3vD394eVlVVu9pWIiIiIiEg5kz+JAp4VUtOmTcO0adMQHR0NIQTs7OyMXq2PiIiIiIjoVWRWEfU8Ozu7nOwHERERERFRvmB2EbV3714cPnwYt2/fBgBUqVIFHh4eaN++fY53joiIiIiIKK8xuYiKj4/HyJEjcerUKQghYG1tDQC4cOEC9u3bh02bNmHJkiUoXrx4rnWWiIiIiIhINZMvLLFgwQIEBQWhb9+++P333/Hnn3/izz//xO+//46+ffvi9OnTWLBgQW72lYiIiIiISDmTi6h9+/bB09MTU6dOhb29vbbd3t4eU6dORZs2bbBv375c6SQREREREVFeYXIRFRsbi6ZNm2a4v1mzZoiNjc2RThEREREREeVVJhdRjo6OuHXrVob7b926BQcHhxzpFBERERERUV5lchE1ZswYBAQE4OjRowb7Dh8+jM2bN2Ps2LE52jkiIiIiIqK8JsOr802ePNlgW+XKlTFy5EhUr14dNWvWBACEhITg5s2bcHBwwO7du/Hmm2/mXm+JiIiIiIgUy7CI2r59e4ZBN27cwI0bN/S2Xb16FdeuXcP333+fc70jIiIiIiLKYzIsoq5cufIy+0FERERERJQvmHyzXSIievWUsC6G4lYZvxXEJ6Yg7knCS+wRERHlNpm1X/Z9I7P4/PSewyKKiKgAK25VCBbeuzPcnzbXC3EvsT9ERJT7ZNZ+2feNzOLz03uOWUXUP//8g3Xr1uHWrVt49OgRhBB6+3U6HQ4fPpyjHSQiIiIiIspLTC6iAgIC8OWXX6Jw4cKoXr06KlasmJv9IiIiIiIiypNMLqKWLl0KZ2dnLF++HHZ2drnZJyIiIiIiojzL5JvtRkVFoWvXriygiIiIiIioQDO5iKpZsyaePHmSm30hIiIiIiLK80wuooYPH47169cjPDw8N/tDRERERESUp5n8m6g2bdogISEB77//Plq3bo3XXnsNFhb6NZhOp8PIkSNzvJNERERERER5hclF1M2bN/HTTz8hNjYWO3fuNPocFlFERERERPSqM7mI+vrrrxEdHY2pU6eiUaNGsLa2zs1+ERERERER5UkmF1Fnz57FoEGD0K9fv9zsDxERERERUZ5m8oUlSpYsycubExERERFRgWdyEdWuXTscPHgwN/tCRERERESU55lcRPXs2RNxcXEYMWIEgoKCcPv2bdy9e9fgPyIiIiIioleZyb+Jev/996HT6XDx4kUcO3Ysw+cFBwfnSMeIiIiIiIjyIpOLqJEjR0Kn0+VmX4iIiIiIiPI8k4uoTz/9NDf7QURERERElC+Y/JsoIiIiIiIiMuOTqL/++suk5zVu3DjbnSEiIiIiIsrrTC6i+vXrZ9JvonhhCSIiIiIiepWZXETNnDnTYFtKSgpu376Nbdu2oXLlyujRo0eOdo6IiIiIiCivMbmI6ty5c4b7Bg0alOl+IiIiIiKiV0WOXFjCxsYG3bt3x/Lly3Pi5YiIiIiIiPKsHLs6n7W1NW7fvp1TL0dERERERJQn5UgRlZiYiF27dqFs2bI58XJZ8vX1haOjIzp27PhS2iMiIiIiIkpn8m+iJk+ebHT748ePcfbsWURHR2PChAk51rGMREZGYsmSJShevHiut0VERERERPQik4uo7du3G91uY2OD6tWrY/LkyfDy8sqxjmVk3rx5cHFxgRACT548yfX2iIiIiIiInmdyEXXlypXc7IdJzp8/j127dmHr1q34/vvvVXeHiIiIiIgKoBy7sERuE0Lg22+/RadOneDs7Ky6O0REREREVECZ/EmUajt27MD169exePFi1V2hfKiEdTEUt8o43eMTUxD3JOEl9ij3yR5zZvEysVnFF8R/q/yK/1ZERPQy5aX3nUyLqOHDh5v1YjqdDkuWLJHqkDGxsbGYN28ehg4dinLlyuX469Orr7hVIVh4785wf9pcL8S9xP68DLLHnFm8TGxW8QXx3yq/4r8VERG9THnpfSfTIur48eNmvZhOp5PpS4aWLFmCwoUL4+OPP86V1yciIiIiIjJVpkWUKReT+PPPP/HDDz/gwoULsLe3z7GOpYuIiMDq1asxevRoPHjwQNuemJiI5ORk3LlzB6VKlYKNjU2Ot01ERERERPSibP8m6tq1a5g7dy5+//13lChRAqNHj86VT4qioqKQnJyMuXPnYu7cuQb7W7dujSFDhsDb2zvH2yYiIiIiInqR2UXUvXv38OOPP2L37t2wsLBAv3798Mknn8DW1jY3+ofKlSsbvZjEwoULER8fjylTpqBatWq50jYREREREdGLTC6iHj9+jKVLl2L9+vVISkrC+++/jzFjxqBy5cq52T+UKlUKHh4eBttXr14NS0tLo/uIiIiIiIhyS5ZFVFJSElatWoXly5fjyZMnaNGiBby9vXmvJiIiIiIiKpAyLaI2b96MRYsWISIiArVr14a3tzfefPPNl9W3TK1Zs0Z1F4iIiIiIqADKtIiaPn06dDodXFxc0K5dO1y5ciXTK/bpdDp89NFHOd1HIiIiIiKiPCPLr/MJIXDhwgVcuHAhyxdjEUVERERERK+6TIsof3//l9UPIiIiIiKifCHTIqpJkyYvqx9ERERERET5goXqDhAREREREeUnLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMxQSHUHVCphXQzFrTIegvjEFMQ9SShQbedmu0REOUXlGiojv/Y7v+J4v1wy5xcF8d+qIB7zq6RAF1HFrQrBwnt3hvvT5nohroC1nZvtEhHlFJVrqIz82u/8iuP9csmcXxTEf6uCeMyvEn6dj4iIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMUEh1B0xx/vx5bN++HadPn8bdu3dRunRp1K9fH2PGjEHVqlVVd4+IiIiIiAqQfFFELV++HP/88w88PT3h6OiIyMhIrFu3Dp06dcKWLVtQs2ZN1V0kIiIiIqICIl8UUR999BHmzp2LIkWKaNvat28PLy8v+Pr6YtasWQp7R0REREREBUm+KKIaNGhgsK1atWp44403EBISoqBHRERERERUUOXbC0sIIfDgwQPY2tqq7goRERERERUg+baI2rVrF8LDw9GuXTvVXSEiIiIiogIkX3yd70UhISH45ptv0LBhQ3Ts2FFZP0pYF0NxK+NDGJ+YgrgnCS+93dxuuyDieBccMnOaeUK5TTbH+J5lnvzabyo4VM1peibfFVGRkZEYNmwYbGxs8OOPP8LCQt2HacWtCsHCe7fRfWlzvRCnoN3cbrsg4ngXHDJzmnlCuU02x/ieZZ782m8qOFTNaXomXxVRMTExGDJkCGJiYrBhwwbY29ur7hIRERERERUw+aaISkxMxPDhwxEaGopVq1ahRo0aqrtEREREREQFUL4oolJTUzFmzBicPXsWP//8M+rVq6e6S0REREREVEDliyJq1qxZOHr0KN599108evQIO3fu1PaVKFECHh4eCntHREREREQFSb4ooq5cuQIAOHbsGI4dO6a377XXXmMRRUREREREL02+KKLWrFmjugtEREREREQA8vHNdomIiIiIiFRgEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAYWUURERERERGZgEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAYWUURERERERGZgEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAYWUURERERERGZgEUVERERERGQGFlFERERERERmYBFFRERERERkhkKqO0D5SwnrYihulXHaxCemIO5Jwkvs0auN402vsszyOzdzm/Mqf1GVJyrJHLNMfufXuZFf+00vV07nCYsoMktxq0Kw8N6d4f60uV6Ie4n9edVxvOlVlll+52Zuc17lL6ryRCWZY5bJ7/w6N/Jrv+nlyuk84df5iIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMkG+KqKSkJPzwww9466234Orqig8//BBBQUGqu0VERERERAVMvimiJk2ahNWrV+ODDz7A1KlTYWFhgSFDhuB///uf6q4REREREVEBki+KqPPnz2PPnj3w9vbGhAkT0KNHD6xevRoVK1bE3LlzVXePiIiIiIgKkHxRRO3fvx+FCxdG9+7dtW1WVlbo1q0bzpw5g4iICIW9IyIiIiKigqSQ6g6YIjg4GNWrV0eJEiX0tru6ukIIgeDgYJQrV87k17Ow0Gn/v6ptMZOfa0xm8TKxWcXn137L4nibF18Q+10QjzmrePY7Z2Nlcbxztu283G8Z+fWY82u/VSmo453X+21KvuiEECLLZynWoUMHlC9fHitWrNDbfv36dbz//vuYMWOG3qdUREREREREuSVffJ3v6dOnKFy4sMF2KysrAEBiYuLL7hIRERERERVQ+aKIKlq0KJKTkw22pxdP6cUUERERERFRbssXRZS9vb3Ri0dERkYCgFm/hyIiIiIiIpKRL4ooJycn3Lx5E3FxcXrbz507p+0nIiIiIiJ6GfJFEeXp6Ynk5GRs3rxZ25aUlIRt27ahQYMGKF++vMLeERERERFRQZIvLnHu5uYGT09PzJ07F5GRkXj99dexfft23L17FzNnzlTdPSIiIiIiKkDyxSXOgWcXkVi4cCF2796Nx48fw9HREZ9//jmaN2+uumtERERERFSA5JsiioiIiIiIKC/IF7+JIiIiIiIiyitYRBEREREREZmhQBdRQggkJCSA32gkIjKfyjWU6zfRq4VzmvKbfHF1vpySmpqKnTt3Yt++fQgODkZUVJS2r0yZMnByckK7du3QsWNHFCqU8dCcP38ely9fRkREBJ4+fYqiRYuiXLlycHZ2hpubW4Zxp0+f1tp+MTa97WbNmuV4LADExsbit99+Mxrv7OyMd955ByVLljQaGxYWhgMHDmQY26ZNG1StWjVPxao8Zpl28/N4y8Znd17JxsrEy8xLlfmd3ViVa6hs27Lj/eDBgwz/ne3t7TOMA9Tlico5rSI/cyJe5doPZD/PVPY7u/ktO6dzYrxVvO+oPJ+THTOZdTA1NRW3bt1CREQEEhMTYWVlhXLlyqFq1aqwtLTMNFbVnM5KgbmwxMOHDzFo0CBcvnwZ1apVg6urK+zt7WFlZYXExERERkbi/PnzCA0NRe3atbFixQrY2trqvcbBgwcxe/Zs3L171+hfSnQ6HSpWrIiJEyeibdu22vanT59i7NixOH78OIoVKwZnZ2eDtoODg5GQkICWLVti4cKFKFq0qHRsulWrVmHRokWIjY2FhYUFSpcurcU/evQIaWlpKFGiBEaOHImBAwdqcampqZg5cyY2bNiA1NRUVKhQwaDt+/fvw9LSEj179sTUqVNhYWGhNFblMcu0m5/HWzY+u/NKNlYmXmZeqsxvmViVa6hM27Ljfe7cOcydOxdnzpyBEMKg3zqdDg0bNoS3tzfq1aunt09Vnqie0yryUzZe5THL5JnKfsvkt+x6IjveKt53VJ7PycbKrIO3b9/G4sWLcfjwYcTFxQF49qmjTqcDABQvXhweHh4YNWoUqlSpYjCequa0SUQBMXHiRNGkSRMRGBiY6fMCAwNFkyZNxMSJE/W279mzRzg6Ooo+ffqIX3/9VYSFhYmEhASRlpYmEhISRFhYmNi1a5fo3bu3cHJyEnv27NFiZ8yYIerWrSsCAgJEUlKS0XaTkpJEQECAcHV1Fd99912OxAohxNq1a4Wjo6Pw9vYW//vf/wxeIykpSZw5c0Z4e3sLJycnsXbtWm2fj4+PcHZ2FgsWLBDh4eFG2w4PDxcLFiwQzs7OwsfHR3msymOWaVflmMmOt0y8zLySiZWNl5mXKvNbJlblGirTtsx4BwYGijp16oj33ntP/PLLLyIwMFBcv35dhIWFievXr4vAwECxZMkS0aZNG+Hi4iKCgoL0XldVnqic06ryUzZe5dovk2cq+y2T3zJzWrbfqt53VJ7PycTK5GdwcLBo1KiRaNy4sZg+fbrYvHmzOH78uAgKChLHjx8XmzdvFtOmTRONGzcWjRo1EsHBwTl2zLLroCkKTBHVpEkT8csvv5j03KVLl4omTZrobfPy8hLDhg0zKX7o0KHCy8tLe9yiRQuxcOFCk2Lnz58vWrRokSOxQgjRpk0bg5OZjEyYMEG0adNGe+zu7i5mzJhhUuy3334r3N3dlccKoe6YZdqVbVvleMvEy8wrmVjZeJl5qTK/ZWJVrqEybcuM94cffih69uwpEhMTM41LTEwUPXr0EN27d9fbripPVM5pVfkpG69y7ZfJM5X9lslvmTkt229V7zsqz+dkYmXys3///qJDhw4iKioq09ioqCjRoUMHMWDAAL3tqua0qQrMhSWSkpJQokQJk55bokQJJCUl6W0LDQ1F69atTYr38PBAaGio9jg2NhYVKlQwKbZixYqIjY3NkVgAuHfvHho2bGhSfKNGjXDv3j3tcVRUFBwcHEyKdXR0RHR0tPJYQN0xy7Qr27bK8ZaJl5lXMrGy8TLzUmV+y8SqXENl2pYZ7ytXrqBLly4oUqRIpnFFihRBly5dcPXqVb3tqvJE5ZxWlZ+y8SrXfpk8U9lvmfyWmdOy/Vb1vqPyfE4mViY/z58/j169esHOzi7TWDs7O/Tq1Qvnzp3T265qTpuqwBRRDRo0gL+/PyIjIzN9XkREBNasWWPwj2Zvb49Lly6Z1NbFixf1fmDn7OyMLVu24OnTp5nGJSQkYPPmzahdu3aOxAJA5cqVERQUZFK/T548icqVK2uPa9Wqhf3792d5pRwhBPbu3YuaNWsqjwXUHbNMu7JtqxxvmXiZeSUTKxsvMy9V5rdMrMo1VKZtmfG2trZGWFiYSX0OCwuDtbW13jZVeaJyTqvKT9l4lWu/TJ6p7LdMfsvMadl+q3rfUXk+JxMrk59FixbF48ePTYp9+PChwW/AVM1pk5n92VU+df36ddG0aVNRv359MW7cOOHn5yf27NkjDh06JPbs2SP8/PzEuHHjRP369UWzZs3E9evX9eKXLVsmHB0dxcyZM0VoaKjRNkJDQ8X3338vnJ2d9T6mPnPmjHB1dRUtW7YUCxYsEIcOHRJnz54Vly9fFmfPnhWHDh0S8+fPF+7u7sLV1VWcOXMmR2KFECIgIEA4OjqKUaNGicDAQPH48WO9/Y8fPxYnT54UI0eOFE5OTiIgIEDbd/jwYeHk5CS6du0qAgICxOXLl0VkZKR4/PixiIyMFJcvXxYBAQGia9euwtnZWRw+fFh5rMpjlmk3P4+3TLzMvJKJlY2XmZcq81smVuUaKtO2zHjPmTNHuLi4CH9/fxEfH2+0z/Hx8WL16tXCxcVFzJkzR2+fqjxROadV5adsvMq1XybPVPZbJr9l5rRsv1W976g8n5OJlcnPadOmiYYNG4ojR44YjUt3+PBh0bBhQzFt2rQcO2bZddAUBebqfAAQHh6OJUuW4NChQ3qX0kxnZ2eHNm3aYPjw4QYfuQohMH/+fPj5+SE1NRUlS5ZE2bJlUaRIESQlJeHBgweIjY2FpaUlBgwYgPHjx+vFBwcHY/78+QgKCkJKSop2VZL01y5UqBDefPNNjB071uCvDzKxALBx40YsXLhQ+2tAkSJFULhwYSQlJSE5ORlCCNjY2GD06NHo3bu3XuyJEycwZ84chISE6LX7fPs1atTAhAkT4O7unidiVR6zTLsqx0x2vLMbLzOvZOekyjmtMr9lYlWuoTJtZ3e8k5KSMGnSJOzduxeFCxdGjRo1YG9vr/U5MjISN27cQHJyMjw9PTFnzhyDr7yoyhNVcxpQl5+y8aqOWTbPVL5nyeS3zJyW6bfK9x2V53PZjZXJz5iYGAwZMgTnzp1DuXLlUKdOHYPYS5cuISIiAm5ubvD19UWpUqVy7Jhl18GsFKgi6nnh4eGIjIzUrhdvb2+P8uXLmxR3+PBhXLlyxSDeyckJHh4emb5ObGwsrl27ZhDr4OCQ5f0MZGITExNx6tQpBAcHG8Q7OzujWbNmsLKyyjA+JCQEly9fNhpbq1atTNtWFavqmGXbVTlmMrEy8TLzSnZOqpzTqvI7J3JU1Roq03Z2x/v8+fPYv39/hn329PSEq6trpm2ryhNVc1plfubXtV82z1S+Z8nkN5C9OS3bb5XvO6rO52Ris5ufQgjs27cPBw8e1O7V9Px9opycnNC2bVt4enpmeIlxleewmSmwRRQREREREVF2ZHxL+VeYzB2qnyeE0OKNfUxojMzdnmVi0yUmJhr8FSCrvzABcneaVhWr8phl2pVtW+V458S/V3bmVU7EZjde1R3c08nkWXZjVa6hMm3nxHhnl6o8UT2nVeSnbLzKY5ahst8y+S27nuTEeL/s9x2V53OysSqpmtMZKVBFlMwdqoFn/wg7d+7Evn37EBwcrPcd3jJlysDJyQnt2rVDx44dUaiQ/tDK3O1ZJhZ49p3UVatWYd++fQgNDdWL1+l0qFq1Ktq1a4cBAwbAxsZGL1bmTtOqYlUes0y7+Xm8ZeJl5pVMrGy8yju4y+SZTKzKNVSmbdnxPn36tNZnYyc97dq1Q7NmzQziAHV5onJOq8pP2XiVaz+Q/TxT2W+Z/JaZ07L9VvW+o/J8TnbMZNbBsLAwHDhwIMPYtm3bomrVqkZjVc1pUxSYr/Pt3bsXn3/+ORo1aoRevXrB1dUV9vb2sLKyQmJiIiIjI3H27Fls3LgR//zzD+bNm4f27dtr8Q8fPsSgQYNw+fJlVKtWzWj8+fPnERoaitq1a2PFihWwtbUFAAQFBWHIkCGoVKkSunXrhrp166JcuXLaD+siIiJw7tw5bN++HXfv3oWvr6+WiDKxAHDnzh30798f4eHhaNasWYb9PnXqFMqXLw9/f3/tEpFXrlxBv379oNPptO+6vhh77tw5HDhwAEIIrFmzBk5OTkpjVR6zTLv5ebxl4mXmlUysyjmtMr9lYlWuoTJty4z306dPMXbsWBw/fhzFihWDs7OzQWxwcDASEhLQsmVLLFy4UO8SvaryROWcVpWf+Xntl8kzlf2WyW+ZOS3bb1XvOyrP52RiZfIzNTUVM2fOxIYNG5CamooKFSoYxN6/fx+Wlpbo2bMnpk6dqve7KFVz2mSigJC5y7QQQkycOFE0adJEBAYGZhobGBgomjRponeHZZm7PcvECiHEiBEjhLu7uwgJCck0PiQkRLi7u4sRI0Zo22TuNK0qVgh1xyzTrmzbKsdbJl5mXsnEysarvIO7TJ7JxKpcQ2XalhnvGTNmiLp164qAgACRlJRkNC4pKUkEBAQIV1dX8d133+ntU5UnKue0qvyUjVe59svkmcp+y+S3zJyW7beq9x2V53MysTL56ePjI5ydncWCBQtEeHi40djw8HCxYMEC4ezsLHx8fHLsmGXXQVMUmCIqPQFMERAQIOrWrau3rUmTJgb3mcnI0qVLRZMmTbTHrq6uJre9adMm4erqmiOxQgjRoEEDsWrVKpPi/fz8RIMGDbTH9erVE+vWrTMpdt26daJevXrKY4VQd8wy7cq2rXK8ZeJl5pVMrGy8zLxUmd8ysSrXUJm2Zca7RYsWYuHChSbFzp8/X7Ro0UJvm6o8UTmnVeWnbLzKtV8mz1T2Wya/Zea0bL9Vve+oPJ+TiZXJT3d3dzFjxgyTYr/99lvh7u6ut03VnDaV8WsJvoJk7jINPLtOfokSJUyKL1GiBJKSkrTHMnd7lokFAAsLC6SlpZkUn5aWpvcxqsydplXFAuqOWaZd2bZVjrdMvMy8komVjVd5B3eZPJOJVbmGyrQtM96xsbEG96fJSMWKFREbG6u3TVWeqJzTqvJTNl7l2i+TZyr7LZPfMnNatt+q3ndUns/JxMrkZ1RUFBwcHEyKdXR0RHR0tN42VXPaVAWmiOrZsyc2btyIWbNm4datW0afc+vWLcycORObN29Gjx499PY1aNAA/v7+iIyMzLSdiIgIrFmzBg0bNtS2ffDBB1i1ahXWrFmDhIQEo3EJCQnw9/fH6tWr8cEHH+RILAA0b94cK1euxJUrVzLt95UrV7By5Uq0aNFC2+bh4YEVK1bg6NGjmcYeOXIEfn5+8PDwUB4LqDtmmXZl21Y53jLxMvNKJlY2XmZeqsxvmViVa6hM2zLj7ezsjC1btuDp06eZxiYkJGDz5s0GN8dUlScq57Sq/JSNV7n2y+SZyn7L5LfMnJbtt6r3HZXnczKxMvlZq1Yt7N+/3+iFQ54nhMDevXtRs2ZNve2q5rSpCsyFJYTkXaZDQkLQp08fJCUloVWrVnBxcTH4QeDFixdx9OhRWFlZYe3atVoyyNztWfZO5uHh4ejfvz9u374NNzc3uLi4GMRfvHgR586dQ+XKlbFmzRrtBnEyd5pWFavymGXazc/jLRMvM69kYlXOaZX5LROrcg2VaVtmvP/55x98/PHHsLW1RadOnYyO14ULF7Br1y5ER0fDz88PDRo00NpWlScq57Sq/MzPa79Mnqnst0x+y8xp2X6ret9ReT4nEyuTn0eOHMGoUaNQp04d9OjRI8N2N23ahMuXL8PHxwetW7dWPqdNVWCKqHSyd6hesmQJDh06pHdJy3R2dnZo06YNhg8fbvSjT5m7kcvExsfHY926dTh48CCuXr2q9/FykSJF4ODggLZt26J3794GH1MLiTtNq4pVecwy7ebn8ZaJl5lXsnNS1ZxWmd+yOapyDc1u2zLjHRwcjPnz5yMoKAgpKSl694ERQqBQoUJ48803MXbsWINPotKpyBOVc1plfubXtV8mz1T2G5A7P8nunM6JdUzV+46q8zmZWJn8PHHiBObMmYOQkBCj99ESQqBGjRqYMGEC3N3dc/SYZdfBrBS4IiqnhIeHGyR/RicOeYkQAo8ePdKSqHTp0tm6KWl+ouqYC+JYy5KZV7JzsiDOaZU5mt/GOzY2FteuXTPos4ODA0qWLKm6e3mWyvzMj2u/yjzLr+9Zsv1W+b4jQ8XcksnPkJAQXL582SDW2dkZtWrVyvVjzg0sooiIiIiIiMxQKOunvHqePn2KCxcuAAAaN25s8r6ckJqaivDwcABApUqVTN4nG0tEuaMgzkuVa6jKtmUUxDyhgkMmv/PrnJbB9eAVYfZF0V8BISEhwtHRUTg5OZm1L93du3dFv379RP/+/c3a9/zrOzs7m7VPNlYIIcLCwkSrVq1E69atzdqnst/59Zhl2pVtW+V4y8TLzCuZWNn4/JrfOTE3VK6h2WlbZrwjIiLEpEmTxOTJk83alxNt59c5rSo/ZeNVrv0yeZbf37OyM6dl+63qfSe/rv0y+RkdHS18fHzEokWLzNqXE/2WHe+MFMhPomxtbTFy5Eij36PMbF+6hIQE/Pnnn0afk9k+AChVqhQ6depkdH9m+2Rj04lnN1g2e1+xYsUy/CtQZvtUxqZTccwy7cq2rXK8ZeJl5pVMrGy8zLxUmd8ysSrXUJm2ZcY7JiYG27dvh06nw/fff2/yvnSq8kTlnAbU5KdsvMpjlskzlf2WyW/Z9USm36red1Sez8nEyuTnw4cPsWjRIuh0OowcOdLkfTnR75x4rzWGv4kiIiLKQkpKivYVm9dee83kfUTmYJ5RXiaTn0+fPsX58+cBAE2aNDF5X17GIoqIiIiIiMgMBfLrfOfPn8fly5cRERGhXWaxXLlycHZ2hpubm8mvI4TQ4k29xOKDBw+0a9U/37aTkxPs7e1zLTZdYmKiwXXyrayssoxLTU3FrVu3DGKrVq0KS0vLPBmr8phl2pVtW+V458S/V3bmVU7EZjdeZl6qzG+ZWJVrqEzbOTHe2aUqT1TPaRX5KRuv8phlqOy3TH7Lric5Md4v+31H5fmcbKxKquZ0RgpUEXXw4EHMnj0bd+/eNfq9SZ1Oh4oVK2LixIlo27atwf7U1FTs3LkT+/btQ3BwsN5N1sqUKQMnJye0a9cOHTt2RKFC+kN77tw5zJ07F2fOnDH6vU2dToeGDRvC29sb9erVy7FY4Nn3VFetWoV9+/YhNDRUL16n06Fq1apo164dBgwYABsbG73Y27dvY/HixTh8+DDi4uIAPFsw0heK4sWLw8PDA6NGjUKVKlXyRKzKY5ZpNz+Pt0y8zLySiZWNl5mXKvNbJlblGirTtux4nz59WuuzsZOedu3aoVmzZgZxgLo8UTmnVeWnbLzKtR/Ifp6p7LdMfsvMadl+q3rfUXk+JztmMutgWFgYDhw4YDTW2dkZbdq0QdWqVY3GqprTpigwX+fbu3cvPv/8czRq1Ai9evWCq6sr7O3tYWVlhcTERERGRuLs2bPYuHEj/vnnH8ybNw/t27fX4h8+fIhBgwbh8uXLqFatmtH48+fPIzQ0FLVr18aKFStga2sLAAgKCsKQIUNQqVIldOvWDXXr1kW5cuVQpEgRJCUlISIiAufOncP27dtx9+5d+Pr6aokoEwsAd+7cQf/+/REeHo5mzZpl2O9Tp06hfPny8Pf3R+XKlQEAV65cQb9+/aDT6bQ7aL8Ye+7cORw4cABCCKxZswZOTk5KY1Ues0y7+Xm8ZeJl5pVMrMo5rTK/ZWJVrqEybcuM99OnTzF27FgcP34cxYoVg7Ozs0FscHAwEhIS0LJlSyxcuBBFixbVjllVnqic06ryMz+v/TJ5prLfMvktM6dl+63qfUfl+ZxMrEx+pqamYubMmdiwYQNSU1NRoUIFg9j79+/D0tISPXv2xNSpU2FhYaF8TptMFBBeXl5i2LBhJj136NChwsvLS2/bxIkTRZMmTURgYGCmsYGBgaJJkyZi4sSJ2rYPP/xQ9OzZUyQmJmYam5iYKHr06CG6d++eI7FCCDFixAjh7u4uQkJCMo0PCQkR7u7uYsSIEdq2/v37iw4dOoioqKhMY6OiokSHDh3EgAEDlMcKoe6YZdqVbVvleMvEy8wrmVjZeJl5qTK/ZWJVrqEybcuM94wZM0TdunVFQECASEpKMhqXlJQkAgIChKurq/juu+/09qnKE5VzWlV+ysarXPtl8kxlv2XyW2ZOy/Zb1fuOyvM5mViZ/PTx8RHOzs5iwYIFIjw83GhseHi4WLBggXB2dhY+Pj45dsyy66ApCkwRlZ4ApggICBB169bV29akSRPxyy+/mBS/dOlS0aRJE+2xq6uryW1v2rRJuLq65kisEEI0aNBArFq1yqR4Pz8/0aBBA+1xvXr1xLp160yKXbdunahXr57yWCHUHbNMu7JtqxxvmXiZeSUTKxsvMy9V5rdMrMo1VKZtmfFu0aKFWLhwoUmx8+fPFy1atNDbpipPVM5pVfkpG69y7ZfJM5X9lslvmTkt229V7zsqz+dkYmXy093dXcyYMcOk2G+//Va4u7vrbVM1p01lkfVnVa8Ge3t7XLp0yaTnXrx40eCHfUlJSShRooRJ8SVKlEBSUpL22NraGmFhYSbFhoWFwdraOkdiAcDCwgJpaWkmxaelpel9jFq0aFE8fvzYpNiHDx/qfY1FVSyg7phl2pVtW+V4y8TLzCuZWNl4mXmpMr9lYlWuoTJty4x3bGwsKlSoYFJsxYoVERsbq7dNVZ6onNOq8lM2XuXaL5NnKvstk98yc1q236red1Sez8nEyuRnVFQUHBwcTIp1dHREdHS03jZVc9pUBaaI6tmzJzZu3IhZs2bh1q1bRp9z69YtzJw5E5s3b0aPHj309jVo0AD+/v6IjIzMtJ2IiAisWbMGDRs21LZ98MEHWLVqFdasWYOEhASjcQkJCfD398fq1avxwQcf5EgsADRv3hwrV67ElStXMu33lStXsHLlSrRo0ULb5uHhgRUrVuDo0aOZxh45cgR+fn7w8PBQHguoO2aZdmXbVjneMvEy80omVjZeZl6qzG+ZWJVrqEzbMuPt7OyMLVu24OnTp5nGJiQkYPPmzahdu7bedlV5onJOq8pP2XiVa79Mnqnst0x+y8xp2X6ret9ReT4nEyuTn7Vq1cL+/fszvfEv8OxiD3v37kXNmjX1tqua06YqMBeWEEJg/vz58PPzQ2pqKkqWLImyZctqP+h78OABYmNjYWlpiQEDBmD8+PF68SEhIejTpw+SkpLQqlUruLi4GPwg8OLFizh69CisrKywdu1aLRmSkpIwadIk7N27F4ULF0aNGjVgb2+vxUZGRuLGjRtITk6Gp6cn5syZgyJFikjHAkB4eDj69++P27dvw83NDS4uLgbxFy9exLlz51C5cmWsWbMG5cuXB/DsiihDhgzBuXPnUK5cOdSpU8cg9tKlS4iIiICbmxt8fX1RqlQppbEqj1mm3fw83jLxMvNKJlblnFaZ3zKxKtdQmbZlxvuff/7Bxx9/DFtbW3Tq1MnoeF24cAG7du1CdHQ0/Pz80KBBA61tVXmick6rys/8vPbL5JnKfsvkt8yclu23qvcdledzMrEy+XnkyBGMGjUKderUQY8ePTJsd9OmTbh8+TJ8fHzQunVr5XPaVAWmiEoXHh6Ow4cP48qVK4iMjNQus2hvbw8nJyd4eHjoTbYXY5csWYJDhw7pXdIynZ2dHdq0aYPhw4cb/ejz/Pnz2L9/f4Ztp189xBiZ2Pj4eKxbtw4HDx7E1atX9T5eLlKkCBwcHNC2bVv07t3b4GNqIQT27duHgwcPapemfP4a+05OTmjbti08PT0NPjJXFavymGXazc/jLRMvM69k56SqOa0yv2VzVOUamt22ZcY7ODgY8+fPR1BQEFJSUvTuAyOEQKFChfDmm29i7NixBp9EpVORJyrntMr8zK9rv0yeqew3IHd+kt05nRPrmKr3HVXnczKxMvl54sQJzJkzByEhIUbvoyWEQI0aNTBhwgS4u7vn6DHLroNZKXBFVE4JDw83SP6MThzyEiEEHj16pCVR6dKls3VT0vxE1TEXxLGWJTOvZOdkQZzTKnM0v413bGwsrl27ZtBnBwcHlCxZUnX38iyV+Zkf136VeZZf37Nk+63yfUeGirklk58hISG4fPmyQayzszNq1aqV68ecGwp0ESUk7lBNRFTQqVxDuX4TvVo4pym/KZT1U14dMneZft758+dx+fJlo3dddnNzyzBO5m7PMrHAs78e/PbbbxneLfqdd97J8K8Imd1pOv2j0IzuNK0qVuUxy7Sbn8dbNj6780o2ViY+t+7gntv5nd1YlWuobNuy4/3gwYMMY1+8EuGLVOWJyjmtIj9zIl7l2g9kP89U9ju7+S07p3NivFW876g8n5MdM5l1MDU1Fbdu3TL4Sl3VqlVhaWmZaayqOZ2VAvNJlMxdptMdPHgQs2fPxt27d41eaUSn06FixYqYOHEi2rZtq22XuduzTGy6VatWYdGiRYiNjYWFhQVKly6txT969AhpaWkoUaIERo4ciYEDB2pxMneaVhWr8phl2s3P4y0bn915JRsrE6/yDu6yeZbdWJVrqEzbsuN97tw5zJ07F2fOnIF4dm9Fgz43bNgQ3t7eqFevnt4+VXmiek6ryE/ZeJXHLJNnKvstk9+y64nseKt431F5PicbK7MO3r59G4sXL8bhw4cRFxcH4NmnjumfNhYvXhweHh4YNWoUqlSpYjCequa0Scy+s1Q+JXOXaSGE2LNnj3B0dBR9+vQRv/76qwgLCxMJCQkiLS1NJCQkiLCwMLFr1y7Ru3dv4eTkJPbs2aPFytztWSZWCCHWrl0rHB0dhbe3t/jf//5n8BpJSUnizJkzwtvbWzg5OYm1a9dq+2TuNK0qVuUxy7Srcsxkx1smXmZeycTKxqu8g7tMnsnEqlxDZdqWGe/AwEBRp04d8d5774lffvlFBAYGiuvXr4uwsDBx/fp1ERgYKJYsWSLatGkjXFxcRFBQkN7rqsoTlXNaVX7Kxqtc+2XyTGW/ZfJbZk7L9lvV+47K8zmZWJn8DA4OFo0aNRKNGzcW06dPF5s3bxbHjx8XQUFB4vjx42Lz5s1i2rRponHjxqJRo0YiODg4x45Zdh00RYEpomTuMi2EEF5eXmLYsGEmxQ8dOlR4eXlpj2Xu9iwTK4QQbdq0MTiZyciECRNEmzZttMcyd5pWFSuEumOWaVe2bZXjLRMvM69kYmXjVd7BXSbPZGJVrqEybcuM94cffih69uwpEhMTM41LTEwUPXr0EN27d9fbripPVM5pVfkpG69y7ZfJM5X9lslvmTkt229V7zsqz+dkYmXys3///qJDhw4iKioq09ioqCjRoUMHMWDAAL3tqua0qQrMzXZl7jINAKGhoXrXrs+Mh4cHQkNDtccyd3uWiQWAe/fuGdxkNCONGjXCvXv3tMcyd5pWFQuoO2aZdmXbVjneMvEy80omVjZe5R3cZfJMJlblGirTtsx4X7lyBV26dNG7V4sxRYoUQZcuXXD16lW97aryROWcVpWfsvEq136ZPFPZb5n8lpnTsv1W9b6j8nxOJlYmP8+fP49evXrBzs4u01g7Ozv06tUL586d09uuak6bqsAUUTJ3mQYAe3t7XLp0yaS2Ll68qPcDO5m7PcvEAkDlypURFBRkUr9PnjyJypUra49l7jStKhZQd8wy7cq2rXK8ZeJl5pVMrGy8yju4y+SZTKzKNVSmbZnxtra2RlhYmEl9DgsLg7W1td42VXmick6ryk/ZeJVrv0yeqey3TH7LzGnZfqt631F5PicTK5OfRYsWxePHj02KffjwocFvwFTNaZOZ/dlVPnX9+nXRtGlTUb9+fTFu3Djh5+cn9uzZIw4dOiT27Nkj/Pz8xLhx40T9+vVFs2bNxPXr1/Xily1bJhwdHcXMmTNFaGio0TZCQ0PF999/L5ydnfU+pj5z5oxwdXUVLVu2FAsWLBCHDh0SZ8+eFZcvXxZnz54Vhw4dEvPnzxfu7u7C1dVVnDlzJkdihRAiICBAODo6ilGjRonAwEDx+PFjvf2PHz8WJ0+eFCNHjhROTk4iICBA23f48GHh5OQkunbtKgICAsTly5dFZGSkePz4sYiMjBSXL18WAQEBomvXrsLZ2VkcPnxYeazKY5ZpNz+Pt0y8zLySiZWNl5mXKvNbJlblGirTtsx4z5kzR7i4uAh/f38RHx9vtM/x8fFi9erVwsXFRcyZM0dvn6o8UTmnVeWnbLzKtV8mz1T2Wya/Zea0bL9Vve+oPJ+TiZXJz2nTpomGDRuKI0eOGI1Ld/jwYdGwYUMxbdq0HDtm2XXQFAXm6nyA3F2mhRCYP38+/Pz8kJqaipIlS6Js2bIoUqQIkpKS8ODBA8TGxsLS0hIDBgzA+PHj9eJl7vYsEwsAGzduxMKFC7W/BhQpUgSFCxdGUlISkpOTIYSAjY0NRo8ejd69e+vFytxpWlWsymOWaVflmMmOd3bjZeaV7JxUOadV5rdMrMo1VKbt7I53UlISJk2ahL1796Jw4cKoUaMG7O3ttT5HRkbixo0bSE5OhqenJ+bMmWPwlRdVeaJqTgPq8lM2XtUxy+aZyvcsmfyWmdMy/Vb5vqPyfC67sTL5GRMTgyFDhuDcuXMoV64c6tSpYxB76dIlREREwM3NDb6+vihVqlSOHbPsOpiVAlVEPS+7d5kODw/H4cOHceXKFYN4JycneHh4ZPo6Mnd7lolNTEzEqVOnEBwcbPRu0c2aNYOVlVWG8TJ3mlYVq+qYZdtVOWaydxTPbrzMvJKdkyrntKr8zokcVbWGyrSd3fE+f/489u/fn2GfPT094erqmmnbqvJE1ZxWmZ/5de2XzTOV71ky+Q1kb07L9lvl+46q8zmZ2OzmpxAC+/btw8GDB7V7NT1/n6j0ezV5enpmeIlxleewmSmwRRQREREREVF2FJgLSxAREREREeWEAl9EPXnyBK1bt8b//ve/bMUnJSVhx44dePDggdmxsbGx6N+/Py5fvvxSY4Fnd85etGgR7ty5Y3ZsfHw8Jk+ejJCQkHwTC6g7Zpl2ZdtWOd4y8TLzSiZWNl5mXqrMb5lYlWuoTNsy452SkoK//voLMTExZscC6vJE5ZxWlZ+y8SrXfpk8U9lvmfyWmdOy/Vb1vqPyfE4mViY/hRC4e/euwa0wTKVqTr+owBdRqamp+O+//7K85GRG4uLiMHnyZPz7779mxyYnJ+PPP/80+fKPORULPLuE5uLFi3H79m2zYxMTE7Fjxw5ERETkm1hA3THLtCvbtsrxlomXmVcysbLxMvNSZX7LxKpcQ2XalhnvmJgY9O/fHxcvXjQ7FlCXJyrntKr8lI1XufbL5JnKfsvkt8yclu23qvcdledzMrEy+fno0SO0bt0aZ86cMTsWUDenX1Tgi6ickF9/VibT7/wYq7Jt9jv/xOZEvKp2VY6ZjPw43vl1vPJrjrHf+SdWpfw63rLyY568Cv9WLKKIiIiIiIjMUEh1B162HTt26D2Oi4sDAAQGBiI8PFxvX6dOnUx+XWPXn3/RX3/9pfc4/XukV69eRaFC+v8UjRs3zrHYzJjS77t37+o9Tv/IOTo62mBfpUqV8kRsZnL7mGXalW1b5XirHLOcjjU1XmZeqsxvmViVa6hM2yrzU1WecE6bH5/XjtnU+Pya37mxnryM8ZaJVXk+l9diZamaG1r7Be0S505OTiY9T6fTITg42GB7q1atDG6OdvfuXZQtW9bgGvVHjhwxaFun02X5MaKxtmVin49/nhDCaAJm1HZmsemP80psXj/mjNp9GW2rHO+M4mXmlUysbHxOzOnn5aX8zizWFLm1hma3bZnx7t+/v97jlJQU/PPPP3BycoK1tbXePn9/f4P+qMoTlXNaVX6+jLZza+2XybO88J6V3fw2RW70W9X7Tl4/n8soViY/J0+erPc4KSkJe/bswVtvvQV7e3u9fTNnzjToi6o5nZUC90nUlStX9B5HR0ejefPm8PPzw5tvvpllfOfOnfUGPj4+HitXrkSLFi1QpUqVTGNfnEiPHz9Gly5dMHfuXNSvXz/XYgHg+++/1+t3XFwcZsyYgYEDB2Z5o7EXJ8OTJ08watQoTJgwAXXq1MmTsYC6Y5ZpV7ZtleMtEy8zr2RiZeNl5qXK/JaJVbmGyrQtM96vvfaa3uP0K0qVKVMG5cqVyzQWUJcnKue0qvyUjVe59svkmcp+y+S3zJyW7beq9x2V53MysTL5+eJV9FJSUgAAkZGRSExMzDRWtt+y62CmRAEXHR0tHB0dRWBg4EuPVxWrsm0es/nY75cXq7Jt9jv/9DsqKqrAHbPKtgtqv2XyjONtPvbbPDL5mV/X0BfxwhJERERmUPkbACo4mGeUl+XX31HlJBZRREREREREZijwRVSxYsUwatQok347kdOsrKzQuXNnk75Tn5OxAGBpaYlKlSqhaNGiZscWLlwYjRs3ho2NTb6JBdQds0y7sm2rHG/Z+PxIZl6qzG+ZWJVrqEzbKvNTVZ6onNOq8lM2XuXaL0Nlv2XyW2ZOqxxvGSrP5/LrmKma0y8qcFfnIyIikiH+70pc9vb2KFKkiOru0CuKeUZ5mUx+pl/Zz9nZGaVKlcqlHuY+FlFERERERERmKHCXOI+NjcVvv/2G4OBgRERE4OnTpyhatCjKlSsHZ2dnvPPOOyhZsuRL7VN0dDS+++47DBw40KTLLQohcOzYMfzzzz948uQJbG1t0bx5czRt2tSsdoUQuHfvHlJTU1G5cuVMf+j34MEDo2Pm5ORkcI3/3PbkyRMsX74cHTt2RM2aNU2Oe/ToEc6fP48nT57Azs4Obm5uKFGihNHnpqamwtLSUm9bTEwMrly5gpSUFDg6OsLOzi7DtlJTU3Hr1i1EREQgMTERVlZWKFeuHKpWrWrwui9Ddsbs6tWrWo7Z2dmhWbNmmX7FQnbMACAxMdFgzF6858bLkpiYiL/++gu1a9fOst+A+fMyJ8YrL+VZZGQkPv30U3h7e6NRo0YmxwkhcOPGDS3PqlatavR5ycnJ+N///oeiRYvC1dVV2x4UFIQzZ84gNTUVtWvXRqtWrTI89ry0jgHmr/2AefMyJ3IsL41ZXFwcfv31V7z99ttm3RSTa795a7854wUA//33H4oWLYoyZcpo20JDQ3H27FmkpKSgdu3aqF27ttHYvHhOZu7aD5i+jgFy45UuL+VZSkoKbt++jQoVKqBYsWIvrd28cA5boIqoVatWYdGiRYiNjYWFhQVKly4NKysrJCYm4tGjR0hLS0OJEiUwcuRIDBw40CA+KSkJe/fuRUhICGxtbfHee+8ZffM6e/YsNm3aZPSGYcYkJCRgz549eP/99w3eSGfPno2IiAjMmzcPwLM33aFDh+LSpUsQQqBIkSJISkrCsmXL4O7ujh9//FHvY1UhBHx8fLBjxw4ULVoUQ4cORadOnXD8+HF88803uHfvHgDA2toaQ4cOxaBBg/TaP3fuHObOnYszZ85ACGFwczidToeGDRvC29sb9erV09t348YN+Pr64saNG7C1tUW7du3QsWNHg+M/fPgwZs6cafRGqMbExMTA19cX9erVM/qmsGPHDty7dw+ffPIJACAtLQ2zZ8/G+vXrkZKSot1UrVixYvj000/x8ccfa7FJSUmYPn069uzZg8KFC2PIkCEYMWIENm3ahNmzZyMhIQHAs+/jfvjhh5g+fbrexL19+zYWL16Mw4cPa3deF8/d1K148eLw8PDI8DvfKsZsxYoVuHfvHqZNmwYAePr0Kby9vXHkyBG9f28LCwv07t1be15OjVlMTAxWrVqFffv2ITQ0VK9NnU6HqlWrol27dhgwYIDBd5hza04CzxbdIUOGYPHixWjVqpXePpl5KTtegFyeRUdHY/369Xo5ZqzoCQwMxNKlS7V7bMTGxmY6XtHR0Th79izCw8O15z5/8vPbb78hPDwc3bt317b5+/tj6dKlePjwobatUqVKmDBhAtq2batti4iIQL9+/RAWFgYAaNasGX755RdMnjwZe/bs0Z6n0+ng5OSEVatW6eWKzDoGAH/99ZeWYy1atDB6Unf16lUcOnQIo0aNynScnpfZ2i8zL3Mix2TGLLs5lpVHjx7hq6++wuLFi40WUfl57QdyJ88yW/tlxiv9tT/55BOcOXMGANClSxd89913mD9/PpYvX460tDQAz3LlnXfegY+Pj975icw5WW7lGJD52i+zjsmOF6Bm7c9KeHg42rdvb3S8bt++jcePH8PFxUXbdvHiRfzyyy/4559/8PjxY9jZ2aFFixYYMWKEQZ9VnsOaosAUUevWrcOsWbPg5eWFPn36oE6dOihcuLC2Pzk5GRcuXMCGDRvwww8/wMrKCn369NH2x8bGolevXvj333+1bfPnz8fgwYMxevRovcU0LCwMO3bs0E7YmjRpkmnf0ifOuHHjULhwYeh0Opw+fRrAs5Pl50+iv/76a1y7dg3Tp0/HBx98gJIlS+Lhw4cICAjAjz/+iIULF2LChAna8zdt2oSff/4ZLi4uKFu2LKZNmwYhBKZPn44GDRqgf//+SElJwd69ezF37lzY2NigW7duAJ79hXfIkCGoVKkSxowZg7p166JcuXLaCWJERATOnTuH7du3o1+/fvD19UWzZs20MejWrRtSUlJQq1YtBAcH4/jx49iyZQsWLlyo9xeY+Ph43L17V3vcuXPnTMcrOTkZQgh8//338PHxgU6nw7Zt27T9fn5+aN68ufZ4wYIFWL16NTw9PeHl5YWyZcvi3r172Lx5M+bMmYOSJUtqC+KqVauwc+dOtGnTBmXLlsXy5cuh0+nw008/oVOnTmjdujWSk5Px66+/YsOGDahUqRIGDx4M4NlNA/v16wedTof27dvD1dUV9vb22ptCZGQkzp07hwMHDuDo0aNYs2aN3t3aVY3Z1q1b8d5772nP/e6773DkyBEMHDhQG6/79+8jICAA69atQ7ly5TB06FDt+TJjdufOHfTv3x/h4eFo1qwZ2rZtazBm58+fxy+//IIdO3bA398flStXBiA3JwHjd0V/XmxsLIQQ2Lx5M06fPg2dTodJkyYBkJuXMuMFyOXZgwcP0KVLF0RERMDGxgbx8fFYv349OnTogG+//VbvR7oPHjzAX3/9pT1u3LhxpuOVztvbW/v/z9/9fdGiRahbt672eNWqVZg1axZcXV0xfPhwbV7u2LEDY8eOhY+PD1q3bg0AWLx4MSIiIjBt2jSUKVMGP/30E8aMGYOgoCDMmjULrVq1QkpKCnbv3o05c+ZgwYIF+OqrrwDIrWNJSUkYPnw4goKCtDdfa2trjB8/Xu8kCnh2crt48WK9k1uZtV9mXsrmmMyYyeRYVoVBQkIChBD45ZdfsG3bNuh0Ovj4+Gj78+vaL5NnMmu/zHgBwLJly3D27Fl89NFHKFu2LPz8/PDll19i69atGDFihN6Y+fv7Y9GiRfj8888ByJ2TyeQYILf2y6xjMuMFqFv7syqmHj9+DCEEjh49qt1Ut3///gCevTfa2Nhof3A8efIkhg0bhsKFC6NFixYoU6YMwsPD8euvv+LIkSNYt24d3njjDe21VZ3Dmkz6TlP5RJs2bcTEiRNNeu6ECRNEmzZt9LbNnj1buLi4iO3bt4vY2Fhx8+ZNMWXKFOHo6CiGDx8uEhIStOfu3LlTODk5aY8dHR1F/fr1hbe3t5g0aZLBf59++qlwdHQU/fv317alq1u3rtiyZYsQQoiUlBTh4uIifv75Z6P9/vrrr8Xbb7+tt61Tp05i2LBh2mN/f3/h4uIiRo0apfe81NRU0aNHD9GxY0dt24cffih69uwpEhMTMx2vxMRE0aNHD9G9e3dt29ixY0WLFi1EaGiotm3Hjh2iYcOGonXr1nrbMxqvvn37Gv3vww8/FI6OjqJDhw7atufVq1dPbNq0SXvcuHFjMWXKFKN9Hzp0qGjXrp32uH379mLChAkGfZs6dapB7ODBg4Wnp6f2uH///qJDhw4iKioq0/GKiooSHTp0EAMGDNDbrmrMXF1dRUBAgBBCiLS0NFGvXj0xe/Zso3339vYWrVu31tsmM2YjRowQ7u7uIiQkJLMhEyEhIcLd3V2MGDFC2yYzJ9PHzMnJSTg6Omb43/P7n4+XmZcy4yWEXJ5Nnz5dNGjQQPz1119CCCHi4uLE4sWLRZ06dUS3bt30XjOjHPvuu++Ej4+PwX8zZswQjo6OYuzYsdq25zVo0ECsW7dOe9yiRQu9f890ycnJomfPnqJz587atlatWokffvhBexwYGCgcHR3FokWLDOKnT5+uN94y69jSpUuFs7OzWLRokbh69ar4448/xEcffSScnJzEV199JdLS0jIcr+fHLDtrv8y8lM0xmTGTzTE3Nzfx7rvvGv3vnXfeEU5OTuLNN98U7777rmjVqpVef/Lr2i+TZzJrv8x4CfHsvOqbb77RHh85ckQ4OjqKWbNmGcR//vnnev9eMudkMjkmhNzaL7OOyYyXEGrX/uyOV7NmzYSfn5/2uEOHDkaP4fbt28Ld3V0MGTJEb7uqc1hTFZgiqm7dutobUlYCAgJE3bp19bZ5enqK7777zuC5u3btEq6urqJHjx7i0aNHQgjDBNyzZ4949913haenpzh27JjBa9y+fVs4OjqKw4cPG+x76623xLJly4QQQiQkJAhHR0dx8OBBo/1eu3atQb/r168vNm7cqD2+c+eOcHR0FPv27TOIX7NmjV7882/iWdm0aZNwdXXVHru7u4slS5YYPO/69euidevWolmzZuLcuXNCCMPxWrZsmWjQoIEYMGCACA4ONniNzMZLiGdvBGvXrhVCCBEbGyscHR3FoUOHjD53/fr1wsXFRXtcr149vWO+d+9ehvHr1q0ziH1+cc3MunXrRL169fS2qRqz5xe5uLg4s8ZLCLkxa9CggVi1apXRtl7k5+cnGjRooD2WmZNCPDsRqlevnli8eLF4+vSpwevk1ryUGa/0+OzmmYeHh5g/f77B8/7880/RpEkT0aZNGxEWFiaEMByzs2fPim7duommTZuKtWvXitTUVL3XSF9bMpqXDRo00E7Y0uflgQMHjD73xTFzdXUVmzdv1h7fv39fODo6iiNHjhjEbtq0KcfWsQ4dOhg9qVyyZIlwcnISI0eO1N6gjeWYzNovMy9lc0xmzGRy7MsvvxR16tQRU6ZMEZGRkQav8aqu/TJ5JrP2y4yXEEK4ubkZnZfG2tq4caNevMw5mUyOCSG39susYzLjJYS6tb9Dhw7aeN2+fVvcuXNH77+//vpLODo6ioCAAG1bOldXV+0PjunvlTt27DDaZ19fX1G/fn29barOYU1VYO4TVblyZQQFBZn03JMnT2pfGUp37949ODg4GDzXy8sLK1aswI0bN9CrVy+9r1ila9++Pfbt24f27dtjzJgxGDRoEK5du6btz+zHcO+88w527tyJpKQkFC1aFLVr18aBAweMPvfIkSOoVq2a3rZixYrh6dOn2uPExEQAz74+8KLExES972BbW1trv0HISlhYGKytrbXHjx49QtmyZQ2eV7NmTWzcuBHly5fHgAED8Pvvvxs8Z8iQIThw4AAqVKiAbt26Yfr06YiKitL2Z3Wn6/r16+Po0aMAgBIlSqBChQp6Xyt63uXLl/V+VGhtbY1Hjx7pHcfz//u8x48fo3Tp0trjokWL4vHjx5n2Ld3Dhw8N7m+gasyaNm2Kffv2AXj2fepq1appXyl60alTpwx+iyAzZhYWFtpXmrKSlpYGC4v/v2TJzEkA8PX1xYIFC7Bz5054enpi9+7devtza17KjBcgl2eRkZFGf4/RuHFjrF+/HomJiejVq5fR+eLm5obNmzdjwoQJWLJkCTp06IATJ06Y1A8AqF27Nk6ePAng2bwsXbo0/vvvP6PPvXPnjt56UqFCBdy6dUt7fPPmTQBASEiIQez169dRvnx57bHMOnbnzh2j35MfPnw45s2bhxMnTmDgwIGIiYkx+noya7/MvJTNMZkxk8mxr776Clu2bMHt27fRpk0bLF26VO+96lVd+2XyTGbtlxkvALCzs0N4eLj2+P79+3r/+7z0S2Gnkzknk8kxQG7tl1nHZMYLULf279y5E97e3li9ejXGjh2L8PBwvPbaa9p/FStW1I4vfVu6qlWr4sqVKwCe3Z+pSJEiBr9LSvfiezyg7hzWVAWmiPr444+xd+9efPrppwgKCsKTJ0/09j958gSBgYEYNWoUDhw4YPADyjJlymg/YHtRo0aN4O/vjydPnhj8RiOdlZUVPv30U+zduxclS5ZEly5d8MUXXyA6OjrTfo8ZMwYxMTHo378//vjjD0yYMAF//PEHhg0bhp07d+LkyZPYtm0b+vbtq33/83l16tTB1q1btcXXz88PhQoVwv79+7VkBJ794DEgIAC1atXStn3wwQdYtWoV1qxZo/2o9kUJCQnw9/fH6tWr8cEHH2jbK1WqhKtXrxqNKVu2LNauXYvatWvjk08+wf79+40+Z9asWVi/fj2uXr2KNm3aYNmyZUYnzotGjhyJ06dPY+bMmYiNjcX48ePh6+uLFStW4P79+0hOTsadO3ewcOFCbN26FZ06ddJi69evj40bNyIkJASPHj2Cj48PihYtikOHDuHBgwfa827fvo1169bpXUHHw8MDK1as0N6UMnLkyBH4+fnBw8NDb7uqMRs9ejRCQkLw2Wef4ebNm/jyyy+xZcsWfPPNN/j7778RGhqK06dPY/z48Th48CB69+6tFy8zZs2bN8fKlSu1RTYjV65cwcqVK9GiRQttm+ycBAB3d3f8+uuv6NOnD7766it0794d//vf/zLtCyA3L2XGC5DLs/Lly+sVI8+rWbMmNmzYgFKlSqFfv374888/jT6vS5cuOHDgANzd3TFq1CgMGjQI169fz3LMhg4dioMHD2rfr//kk0/g4+OD/fv3a2+qKSkp2Lx5M9auXQtPT08ttlWrVli3bh02bNiAgwcP4ttvv4W9vT3++ecfHDt2DKmpqUhOTsbu3buxceNGvSsiyqxjNjY2Ga7R7du3x9KlS3Hp0iX06dMHERERRp+X3bVfZl7K5pjMmMnmmJOTE/z9/fHdd98hICAAnp6eehcPyUx+Xftl8yy7a7/MeAHP1u9169bht99+w6VLlzB79mxYW1vjxIkTeu9lZ86cwfr16/WuqilzTpYT61h2136ZdUxmvAB1a7+FhQX69OmDgwcPwsXFBf369cOYMWMyLB6f9+GHH2LLli24cOECLC0t0alTJyxZskSvmASe/WHM39/f4Hekqs5hTVWg7hO1ceNGLFy4UKvkixQpgsKFCyMpKUn78aWNjQ1Gjx5tcKI4duxY3LhxAzt37szw9cPCwjBw4EAtsTL6KwgA/Pnnn/juu+/w33//oXPnzli7di0WLVqk/QDxeXfv3sX06dNx8uRJ6HQ6baKm/7VECAFbW1t4e3uja9euerEXL15Er169oNPpYGVlhdjYWPTp0wdVqlSBn58f3nzzTaSmpuKPP/7Aw4cPsXz5cu1ENSkpCZMmTcLevXtRuHBh1KhRQ7upWlJSEiIjI3Hjxg0kJyfD09MTc+bM0a4k8/XXX+Pw4cM4duwYChUyfv2SpKQkjB49GseOHYNOp8t0vLZv34558+ahSJEi6NOnD+bOnZvheAHAiRMnMGXKFMTExKBGjRq4d++ewSIthECnTp0wY8YMrY+3bt1Ct27dtKuLCSEwevRoVK5cGV988QVcXFyQlpaGixcvIjU1FRs2bNB+ZBoTE4MhQ4bg3LlzKFeuHOrUqWMwXpcuXUJERATc3Nzg6+urd5M5lWN26dIlTJw4ESEhIShZsiRSUlL0/voDAIUKFcLQoUPx6aef6m2XGbPw8HD0798ft2/fhpubG1xcXAzG7OLFizh37hwqV66MNWvWaJ8y5PScjIyMxPz587W/Tvbs2RP9+/fH4sWLc3ReyowXIJdnkydPxt9//41Dhw5lOA6PHj3CkCFDcOHChSxzLDQ0FDNnzsTJkyfRqlUrHDp0KNN5GRAQgO+++w42NjaoW7cuzpw5g8ePH6NQoUIoXbo0Hj58iJSUFDRu3BhLly7VLqscGxuLgQMH4vz58wCefTKzYMEC2NnZoX///tr6nZqairJly2Lbtm0oV64cALl1bPjw4Xj06BE2btyY4RicO3cOw4YNQ0xMDNLS0jIdL8C8tT+781I2x2TGLCdzLDExEb6+vli+fDmcnJzQr18/eHt7v3Jrf07nmTlrf3bHC3i2Zvbo0UP7Y5ZOp8M333yDChUqYPjw4ShXrhzS0tIQHh6OokWLYvv27Xqfymf3nCyn1zFz1/7srmOy45VX1v6rV69ixowZOHfuHAYMGIAOHTqgY8eORsdLCIHx48fjwIEDaNOmDRwcHODn54f4+Hg0aNAAZcqUQUREBP73v/+hdOnSWL9+PV5//XUtXtU5rKkKVBEFPFuUT506heDgYERGRmrXi7e3t4ezszOaNWtm9L40Bw8exBdffAEfH59Mr1L14MED7SsbWb2ZpqWlYePGjfDx8cHDhw8znLDpQkJCEBQUhFu3biE+Pl7rd506ddC0adMM//EvX76MTZs2IS4uDk2aNEG3bt1gYWGBZcuWYcOGDXjw4AGqVauGoUOHwsvLyyD+/Pnz2L9/P65cuWIwZk5OTvD09DT4i8mFCxfg6+uLgQMHZnrZyLS0NMycORNXrlzBmjVrMh2vuLg4/Pzzz/D390dycnKW4xUbG4tdu3bh1KlTRsfM09PT6L1ZwsPDsXPnTm280ifknj179MZr8ODBBpcHFUJg3759OHjwoHZPgufv4eDk5IS2bdvC09PT4GNr1WOWlpaG33//PcPxatWqlXZimpNjFh8fj3Xr1uHgwYO4evWq3l9PixQpAgcHB7Rt2xa9e/fWu1dJbsxJ4Fm+f//99zh//jyEEJmesAHZm5cy4wVkP8+CgoIwd+5cTJ48OdN7OSUkJGDcuHG4cuVKln/1BJ5d9nfu3Lm4d+8e5s6di5YtW2b43Dt37mDDhg0ICgpCWFgY4uPjtX6nz8s2bdoYPeYLFy4gNjYWderU0S5hfvv2bWzbtg1RUVGoXr06OnfubPD1NCB769jWrVsxdepUbNy4MdM5GRISgkGDBiE8PNykHDNn7c/uvJTNseyOWW7k2N27dzFnzhzs378fOp0uyzmZ39b+3Mgzc9b+7I4X8Ozf8dixY4iLi0PDhg1Ro0YNAM8+TQkICMCDBw9QvXp19OnTB9WrVzeIz845WW6tY+as/dldx2THKy+t/fv378ecOXPw+PFjxMfHZzpe6VccvHDhgsHX+cqWLQtPT08MGzbM6D2bVJzDmqrAFVF5UXJyMp4+fYpixYpl+AkE/X+RkZGIiopC5cqVX/pN+PKr/DJmQgg8evRIe1MoXbp0lr+DyC0HDx7EvXv30KpVq0xvMkyvLiEEEhISULhwYb3LLxsTFxeHR48e6f0eICtc+81z6dIl3Lt3D/Xq1TP6+9H8KjfzLL+s/XkJ137TJSUlYd26dbh37x66d++ud3lyY2JjY3H79m3ExcVphczzv2HNbwpsEZWYmGhQwRv7BIroRUlJSWZ/5FvQcczMw/EyT2JiIv766y/Url0bdnZ2qruTLzDHzMcxM09qairCwsJQoUIFFCtWLNPn8pzMvPGivKFAFVExMTFYtWoV9u3bh9DQUL2PFHU6HapWrYp27dphwIABene7N9e9e/dw584dg68YZfdu5FFRUdi1axeePHmCN998U/vh3bp167B7927ExsbCxcUFn3zyCapWrWpWX+/fv49u3bph1qxZeOutt4w+5/Tp09i3b5/20XH6R6HpHx23a9fO/BuUPefvv//GqVOnDG60+N9//2l31n7+btfPu337Ns6cOWPwg1fg2V8tnzx5grp162pjffXqVezduxcxMTFwcXGBl5dXln/5e7FPHh4emX5sHRYWhgMHDmQ4Xm3btjX73+lFOT1mSUlJOH78OJ48eYImTZpo30k+ceIEdu3apeVYv379jH5VKjOmjFlsbCx+++03o2Pm7OyMd955R+qvqBnNyXRZnRw9ffoU0dHReldAy615acp4AbmfZ1evXkVwcLBBnuzdu1dbx9577z2jf6k9e/YsNm3aZPSmlg8fPkRsbCwqV66sfcoYFRWFI0eOICYmBnXq1DF7PUkfs8WLF6NVq1ZGn5Pb61hsbCyePHlicPVKIPtrf27NS1NzLLfHzFiOAc+O+86dO7C1tYWtra3R2OjoaISEhBid06/y2p9Rnsm8X+bGeKX3KbN5+TLOyTLKsXTZWfsBdesYoGbtzy2hoaGIiYlBrVq1slU4qj6HLTBF1J07d9C/f3+Eh4ejWbNmRu/0fP78eZw6dQrly5eHv7+/wWXOTbVkyRL89NNP2neWzbkb+a5duzBx4kQt9u7du+jevbt2yVKdTofp06dr33euU6cOnj59iitXrqBkyZLYunWr3sf8WV31LDw8HMOGDcOUKVO0k8D0O1w/ffoUY8eOxfHjx1GsWDE4OzsbjFlwcDASEhLQsmVLLFy40ODSrdkZr7S0NHzxxRfYunWr9pzXX38dX375pd7d1Y2NF/DsO73Dhg3T7rhtbW2NxYsXIzY2FiNGjICFhQVSU1MBPLvyy5o1a7TJe+TIkUz7Gh0djenTp2PYsGHad2jT31BTU1Mxc+ZMbNiwAampqahQoYLBeN2/fx+Wlpbo2bMnpk6davDdeBVj9vDhQ/Tp0wc3b96EEAKFChXCggULEBMTgylTpqBixYpITExEdHQ0KleujM2bN+ud2MiMGfDsju+LFi1CbGwsLCwsULp0aW3MHj16hLS0NJQoUQIjR47EwIEDc2S8nh+LH3/8EXfv3kXx4sXh6emJsWPHGnxVKCfnpex4vaw8e3HMYmNjDa50WKhQIQwePBijR4/W+9qlsXmZkpKCadOmYdeuXRBC4PXXX8fixYsRFxeHjz/+GPHx8dpYuru7Y9GiRbC0tAQAo8XY82JjY7F161a8++67eP3116HT6TBp0iQA6tYxQG7tl5mXsjmmcsyWLFmCZcuWaRfQaNq0KaZNm6Z31S1j4wVw7U9n6tovM14AtCvUZeTx48dYvHgxunXrpt2Oon///gBe3jlZTq/9MuuYzHgB6tZ+4NkFcRYtWqQV6u3atcPAgQMN5r2xeblt2zb4+fkhJiYGb775JqZOnYrExEQMHz4cFy9eBPDsKqajR482uDJ2Xj+HLTBfwp45cyaEENi9e7f2Qz5jbty4gUGDBmHmzJlYvHhxjrTt5+enfWrw3nvvITIyEsuXL8cXX3yBy5cv44svvsjwdx8+Pj7Q6XTYtm0bKlasiMmTJ8PHxweVKlXC7t27tUXl4sWL6NevH5YsWYIZM2Zo8Z06dcryNyU6nU4bn+evyDJv3jycPHkS33zzDTp16mT0r1DJycnYsWMHZsyYgfnz52PKlCnZHSZNQEAAtmzZgi5dumjjtXr1agwePBiff/45Bg8enGn8ihUrcPbsWUycOBEVK1bEjz/+iC+++ALFixfHvHnz4OHhgeTkZGzevBmzZs3C8uXLtStbjRw5Uu/qasbodDosW7bMYLyWLFmC9evXY+jQoejdu7fRH3tHRERg/fr1WLZsGWxtbQ0+ScoumTFbsmQJIiMj8dNPP6FixYqYMWMGvv/+e9ja2iIgIEA7YTh8+DDGjBmDpUuXYvLkyVq8zJitW7cOs2bNgpeXF/r06YM6dero5VlycjIuXLiADRs24IcffoCVlRX69OkjPV7Asx/aTpgwATVq1MBHH32EiIgI/Prrrzh69Ch8fHwy/fGtzLyUGS9AXZ79/PPPCA0NxaxZs7Qc8/X1xdKlS3H16lUsWLAg0zegDRs2YOfOnejTpw8qVaqElStXYvLkyShcuDBGjBiBtm3bIjExEQEBAfD398eaNWvw0UcfAQBWr16tdwVEY3Q6HY4dO6b9//QiStU6Bsit/TLzUjbHVI3Z/v378eOPP6JZs2bw8PBAZGQktmzZgq5du2LmzJlo3759pvFc+81b+2XGCwC+//57k+blli1btP+fXhSoPCeTWftl1jGZ8QLU5dnly5cxcOBAWFtbo1GjRoiMjISPjw927dqFn3/+OdN/v/SrPzo7O8PJyQm7du3C06dPkZqaCltbW8yYMQNPnz7F9u3bMWfOHLz++ut6f9DJ6+ewBaaIOnXqFD777LNM/7EBoEaNGhgwYAB8fHz0tj9/0piVF+/18+uvv6Jz584YOXIkAMDBwQEtWrTA0qVL8eOPP2qX1zT2kfLp06fRs2dP7Z4UI0eORPfu3TF8+HC9v8q4uLiga9euBldTsbKygqWlJQYMGKB32ch00dHR+OGHH9C3b1+Dq+/s27cPgwYNMviL6fMKFy6M7t27486dO9i6dauWgJl9ReRF6ZeUTRcQEIA2bdrg+++/17Z17twZ33zzDebOnYv79+9j2rRpGb7e3r178eGHH2oLV4kSJTB48GAMGzYM7dq10/o9YMAA/PPPPzh48KD2xlCmTBkkJCRg0KBBRr8mEhkZiXHjxmHMmDFo0KCB3r6tW7eiT58+GDNmTIZ9K1euHMaMGaP95fz5BU7VmJ04cQI9evTAe++9BwDw9vZG37590bNnT70r1nh4eOCDDz7A8ePH9eaDzJj5+/ujU6dOmDVrltG+FS5cGA0aNECDBg1gYWEBf39/rYiSmZPAszekOnXqYMOGDdrcu3XrFkaPHo1BgwZhzpw5aNu2rdHXk5mXMuMFyOXZ82/IWXnxJsXHjh1Dr169tK94lChRAt999x2aNWuGadOm4aOPPsIvv/yS4ddutmzZgk6dOml5WKVKFXz66afo06eP3onelClTcOPGDezatUubw2+//Tb+/vtvDBkyBIMGDTL4rcSdO3e0r8G8OI9k1rFFixZlPVD/J/2v+c+TWftl5qVsjsmMmUyOrVq1Cs2aNcOqVau0bQMHDsS4cePg7e2NiIgILSeMya9rv0yeyaz9MuMFAG+88Qbu3LmDIUOG4IMPPjA42b137x769u2Lb7/91uBTMZlzMpkcA+TWfpl1TGa8AHVr/08//YTXXnsNmzZt0r42/Pfff2PcuHHo1asXlixZYnQdAZ7d2LhJkybap3CrVq3CnDlz8O6772LZsmXa83r27IkPPvgAa9eu1VvDVZ3DmqrAFFEWFhZIS0sz6bnG7pq8fft2FClSxKQfOr54g7v0j61fNHz4cLz++uuYOHEiBg4ciCVLlhg8JzIyUu+7uOlfCTK28LzxxhvYtGmT3rZ9+/Zh1qxZWLFiBfr27YsRI0bofR//v//+ww8//IA333zT4OQjNjYWFSpUyPJ4AaBixYp6J/b37t1DhQoV4OzsnGVsaGio3n0pQkND0bNnT73nFC5cGN9++y2qVq2KefPmISoqCnPmzDH6ev/99x8cHR21x+kfi7u5uRk8t1GjRjh+/Lj2+MCBA1i8eDGWLl2Ka9euYfz48Xonxen3G3rjjTcMbgoXFRWltZUVR0dHbN68WW+bqjG7d++e3qVU0+9Lkf6R+PNcXFzw66+/6m2TGbN79+5l+cliukaNGmHfvn3aY5k5CQDXrl3DyJEj9U5gq1atio0bN2LMmDH4/PPPMWXKFKOffMnMS5nxAuTy7M8//0Tp0qVNmtcv3o/o3r17Rtv18vJCxYoVMWLECPTq1QvLly83+nphYWF6Y5l+jx1j30V/66238OOPP2qPfX19cfz4ccycORObN2/G559/rncp28z+Uimzji1atCjLvxw/78V+yKz9MvNSNsdkxkwmx0JCQjB27Fi9bTY2NvD19cU333yD2bNnIzw8HBMnTjT6evl17ZfJM5m1X2a8AGDnzp3YsGEDfvrpJxw7dgyTJ082ejJtZ2dncDVBmXMymRwD5NZ+mXVMZrwAdWv/xYsXMXDgQL3fXTZq1Ajbt2/H0KFDMXDgQMyfP9/o77j+/fdfvcK7devWmDVrlkGRamlpCS8vL/j5+eltV3UOa6oCU0Q1b94cK1euxJtvvmn0TSjdlStXsHLlSu3+EOkqVaqEmjVrwtfXN8u2fv75Z72/mmR1N3IbGxuMGjUKffr0Mbhjso2NjXYjOuBZopUuXdroD/Di4+MNtleqVAk//fQTTp8+je+//x7bt2/Hp59+ip49e2b5XVlnZ2ds2bIFHTt2zPRrOgkJCdi8ebPeHdxr1qyJkiVLmvTxe/r3b9MVL148w2QePHgw7OzsMH36dDx69Ej7K+3zihYtqncn6/SPcI2NmaWlpd44lCxZEhMnTsSHH36ofX2kX79++OSTT7K8sEGtWrWwf/9+dOvWLdOTOiEE9u7di5o1a+ptVzVmJUqU0ItN//62sb+Op6SkGHwkLjNmlStXRlBQUKZ/KUp38uRJvZMamTkJPHtjTj/W5xUtWhQ///wzpk6dihkzZmj37XiezLyUGS9ALs+qVq2KChUqYPXq1Vm28+KYlSlTRrtJ5IsaNWoEf39/DB48GL169TJ65/dChQohJSVFe5xe/Bo75mLFihmcULq7u6NFixZYvXo1vvrqK/j7+2PKlCmoX79+pschs46VLVsWtWvXxrx58zJtAwCWL1+u95dVQG7tl5mXsjkmM2YyOVaoUCHtNzjP0+l0+PLLL1GmTBksWrQI0dHRaNq0qcHz8uvaL5NnMmu/zHgBzwqhPn36oEOHDli4cCH69euH9957D+PHj8/yEuwy52QyOQbIrf0y65jMeAHq1v74+Hi9m0Ons7Ozw5o1azBq1Ch89tln+PLLLw3+qJmUlKS3LX2cjN0PqkyZMtpvytKpOoc1VYEpoqZMmYL+/fujS5cucHNzg4uLi8Gdiy9evIhz586hcuXKBl8VcnV1RVBQkEltvZjcTk5OOHbsGIYNG2b0+S1atMCqVaswbNgwLFiwQG9fzZo19X5YZ2Njg1OnThl9nWvXrmX4w8umTZti+/bt2LBhA3788UesW7cOkyZNyvSj9PHjx+Pjjz+Gp6cnOnXqZHTMLly4gF27diE6OlrvLwh169bF3r17kZqaanSxyoyDgwNOnjyZ4UUEunTpAmtra4wbNw5nz5412F+lShWEhoZqj21sbPR+p/K80NBQo98rrl69OpYtW4YTJ05g5syZ2L59Oz777DOjH7GnGzlyJEaNGoXu3bujR48e/4+97w6L6vjef1dFAQ2IFIUYMWrcpa0GFSk2QBCMWLEgVkSxRtFELEETS+xYAEFRQZRqB0VsaIyKJTZEUAMWQDoIuLSlzO8Pfnu/XPZSL7rhw77Ps8+zM3fOnXPPnDlzZ+7MObXqWEhICOLi4sQMu6Rk1rNnTyQmJlJpJSUlPHnyhNHoJCYmMnofA5oms7lz58LV1RVlZWWYPn06dHR0oKCgQF0vKChAbGwsAgMDcePGDWzatIm6xqZPAlWDypMnTzB9+nSxa23atMG2bdvQuXNneHl50aLGA83TL5siL4CdnvH5fERFRVF7x+tCzet8Ph/Xr1+nrSpWB4/HQ2BgIBwcHBi/RqmrqyMlJYVKf/PNN/D29mb88pqUlMQYB0hGRgaOjo4YN24c3NzcYG9vDysrK7GV+OpgY8f4fD5iYmIYXyBqgqm/sLH9zdEvm6pjbGXWVB3r1asXHjx4gJkzZzKWX7p0KZSUlLB161bcuXNH7HpLtf1s9IyN7W8OeYnoNm7ciGnTpmHLli2UR70xY8bU+hxs3snY6BjAzvY3hx1rirwAydn+Hj16ICYmhnGxU05ODt7e3li9ejU2bNggFixaVVUVGRkZtPJz585lnDSmp6fX6mX0a7/DNhStZhLVtWtXnDt3DgEBAbh69SpCQkJoW3zat2+Pvn37wtnZGdOnT0fHjh1p9IMHD0ZMTAzS0tKgrq5eZ108Ho/mGtLCwgLr16/Hs2fPao1G3q9fPwQEBFDRyEWwtbWt1zsJULUv9PLly3Ueuq++CrJ//34sXLgQOjo6tXYofX19BAcHw83NDUeOHEF5eTmtrMhjlJGREZydnWmz+J9++gmEEOTm5jKuOFSHmZkZ7ZOrubk5tmzZgsTERLEVOxFGjhyJI0eOYNGiRWLXTExMEBcXR3tupgBwInfNI0aMqJW34cOHU6vfu3fvhoKCQq3yMjc3h7e3N3bu3AlXV1fGcoQQ9OrVCwcPHhSrV1Iys7a2pskLqFrdrInCwkJcvnyZ8StDdTRGZpMnT0ZFRQX27duH69evA6jqizIyMhAKhSgrKwMhBIqKinB1daUZcTZ9EgCGDRuGY8eOIS8vr1bD7eLiAmVlZezevZv2DM3ZLxsjL4CdnpmamiI9PR2ZmZn1BjgcNGgQdZYHqNKTDRs24NGjR7W6iu/RoweCg4Mxb948vHnzhnatf//+tPMc7dq1Y+x7lZWVuHbtWq22EqgamLdt2wY7Ozv8+eefmDNnzhexY3p6eoiKikJqamqtiwciaGhoiB1IZ2P7m7NfNlbH2MiMjY6Zmppi//79dfZpe3t7KCkpYfXq1WLXWqrtZ6NnbGx/c8oLqNpCduLECURGRmLnzp0IDAysVWZs3snY6BjAzvY3px1rjLwAydl+Y2Nj6rwQ01dKGRkZuLm5oXPnzggKCqLxpauri6dPn1JpWVnZWrfj3r9/v86vkl/zHbahaDUuzmuCEIK8vDwqsFvnzp3rnZ2zqetLRr1vKt68eQM3Nzekp6fT3EMyQSAQ4M2bN8jKyqJ87KuqqqJv377NHgW9pKQEycnJUFFRqTVGiAipqalISUmpk/faIBAIEBcXB01NzQZFzM7Ozoa3tzfS0tJobm6ZkJiYiLi4ODF5aWlpibnqbQ58DZmJVm46d+4stshQGxoqs9LSUty/fx/x8fGMMjM0NGz2wIvp6em4ceMGDA0Na335EOHatWt4/fp1s3nUqg2N0THg6+sZWzCdN62J/Px8REVFQVdXl/GFjglXr15FWloazMzMGONWifA17RjwdWx/Y/tlY3Xsa8osLy8Pz549ww8//FCvHGJiYpCYmIgJEyY0uh6p7W+c7W+svIAqvQwICEBaWhomT55cb1/+mu9kbG3/l7BjjZXX19Szt2/f4tSpU7Cxsal3ouHn54fXr19TYSmSk5ORmZmJAQMG1EknchBhYWFRZ4ys6vgvvMO22kmUFFJIIYUUUkghhRRSSCFFU9C0aG9SSCGFFFJIIYUUUkghhRStFK1yEpWcnAxzc3OMHDmyUddE+PTpEzw8PBi9qNV1DahyWztr1izMnj27UdckzXdWVhbWrl3L6EO/rmv1PVd9z8ymXrb0bGjZyBqQnMzY1Mu2boFAgPPnz+P8+fONugawlzebutn0S7b6Lak+LUlbJCl5s9ERgF3fktrQhl9r6Xyz0TNJPTMguXcbtnxLatxhO9ZKyvaXlJTg0aNHjHHx6rrGlra+5/qSz1wnSCtEUlISMTU1Jaampo26JkJiYiLhcrmEx+M16hpb2pbKt6RopXxL+f4afLPply1V3pK0RZKSd0ttKynfUr7/63y3RhvaGvluqc9cF6RnopqAkpISxMTEAIDYQba6rkkabPguLy+nPEfVPPBb1zW2YFsvG3o2tJLUEUm1Fdu6BQIBrl27BgBih8XrugawlzebutmAbVu1xD7Nlm82kJR+ShKt1Ya2VL7Z6JmknlmSYMu3JMcdNpCU7f/06RNOnjwJDocj5miprmtsaSX5zHVBOomSQgoppJBCCimkkEIKKaRoBFpNnKiaKC0tRWZmJuVOU01NrdldKEvx5SAUCtG+fXtJsyGFFF8EUv2uG1L7LYUU/9uorKwEIaTRgedbMsrLy5GcnIxu3boxxmOS4r+HVvUl6vPnz/Dz88Ply5fx/v17VH90DocDTU1NKnK0oqIi4z1ycnJw48YNvHz5khrE5eXloampCWNjYxgbGzPGNoiOjkZYWBhkZWUxffp0/PDDD0hJScH+/fvx5MkTVFRUQFtbGwsWLKAFZxs1ahSGDh0KGxsb9OvXr0nPXFxcTIs0npaWhuPHj+PJkyfIz89Hly5dYGJiglmzZkFBQYEql5ycjPz8fOjq6lJ5sbGxOHTokBjt4sWL64zPUl0O0dHRyMvLQ5cuXTBkyBCxAJX14ePHjxg5ciQ8PDxgbm5ea7mXL1+ioKAAenp6VByA169fIyIiAp8/f4auri5sbGwY47d8/PgRb9++hZKSEu35qyM5ORmPHz8WC+IqFAqRkpICJSWlWuN25ObmIjExsdagpfXh5s2buHr1KhWLQYQHDx7g8uXLiI+PR2ZmJhUPQU1NDTweD9bW1jA0NGS8540bNxAREYG4uDhG3Z4yZUqtn7oTExNx+fJlyMrKYvz48VBRUUFBQQGOHTtG0+9Zs2aJ6UlZWRmePn0KWVlZWvyV6OhoPH78mKI1MzOjDaiHDh3CkCFDoKOj0yQZMqGwsBBnz57FkydPUFBQACUlJZiYmMDGxgbt2tW95lRWVobz58/j/v37lH4PHToUY8aMqTemSHU0VL9rQ3p6OmxtbbF9+3YMGTKEsUxT+4Yo6GZiYiKUlJRgYWHB2O+fPXuGkJAQMf1sKF6/fo34+Hha32Jrv9n0jfLycjx48IDR7hsaGqJXr161PktTbf+8efMwZMgQjB49usGxeURga7u/hO1///49Hjx4gPz8fCgpKcHY2LjRW2caotvA/7btT0tLQ0pKihg9G/1+9eoVLl++XOt7zU8//VRrDLKm6jcAnDlzBufPn4esrCwcHBxgZGSE2NhY/Pnnn4iJiUFFRQX69u2LRYsWwcrKiqLbsGEDhgwZghEjRjTbYhMb2w9Ubf179uwZ1Tf69+/f6ImQyPZ7eno2OFZSdXxJ2/81IBAIUFBQwBhwOikpCVeuXGHUby0tLVhaWkJTU5Pxvmz6Rn1oNZOolJQUzJo1CxkZGTA0NASfz4eqqio6dOiA0tJSZGVlISYmBvfv30fXrl3h7++P7t270+5x8OBBHDp0CKWlpVReu3btoKioiE+fPoEQgj59+mDXrl20qMvR0dFwcHBA27ZtISsrCwDw9/fHwoULUVpaigEDBqC8vBz//PMPhEIh/Pz8qImF6D4cDgfdu3eHjY0NxowZU+egXR1Lly4FIYTyWPLy5UvMmTMHAoEAPB4PysrKyMjIwL///gsNDQ0EBARQkeIdHR2hqKiIPXv2AADu3r0LJycnyMjIwMTEhKK9e/cu5OTkEBAQQAWImzZtGpYtWwYTExMAVYPL0qVL8ffff4MQAhkZGZSVlYHD4WD06NG0qOA3btyo85lyc3Ph6upKC3pY/WWzuLgYTk5OlJcXBQUFeHp6QiAQYPHixWjTpg0qKioAADo6Ojhx4gRl7CorK7FhwwacOXOGul+PHj2wceNGGBsb0/gICwuDi4sL4uPjqTwvLy8cPnwYJSUlAIDBgwfjt99+Ewt+x0TbGHh5eeHAgQMUfUlJCZydnXHr1i3IyclBS0tLTL/j4+NRXFyM4cOHY9++fZQuFhUVYcmSJYiOjoa8vDxkZWWRm5sLGRkZmJqaIjMzEy9fvkTbtm2xfv16TJ48mcZLbGws7O3tqX7RtWtXBAQEYOHChXj//j169+6N8vJyvHv3Dh07dkRAQAD69u0LAMjMzMTMmTORlJQEADA0NMShQ4ewdu1aXLp0iaqDw+GAx+PBz8+PekHm8XjUy/PYsWNhY2PToJc5EVatWoW8vDwcPXoUQNWL0ezZs5GamgpFRUV06dIFWVlZEAgE0NHRwbFjx6i6hwwZgo0bN8LCwgJAVWDFOXPmID4+HnJyclBTU0N6ejqEQiEGDhyIo0ePUoM9W/1+9epVnfQZGRlwcnKiBR8U2RE2fUMgEMDOzg7//vsvVVe7du3g6OiI5cuX0xaPmlu/2dhvNn0DAC5cuIBdu3YhJyeHmrhxOBza/6FDh+KPP/6gbKcIbG0/h8MBh8OBgYEBbGxsMGrUqAYFhmRju9nSr1q1Cvb29tDX1wdQFUT1jz/+QGhoKCorK6k62rZtC0dHRzg7O1N5bHQbkNr+xup3eXk5Nm7ciLNnz9IWJWRkZKClpYW0tDRkZWVBRUUF27Ztw9ChQ2m8sNHvy5cvw9nZGWpqalBUVMT79+/h5eWF5cuXQ0VFBcOGDUN5eTlu3ryJjIwM2qKSqG906tQJlpaWsLGxadRLMBvb7+bmhtGjR9P0zsfHBwcPHkRJSQkIIeBwOOjYsSNWr16NKVOmUOX8/f3r5Cs/Px+enp6wtbWlxshZs2ZR1yVl+wHg4cOH8PDwoBYYrK2t4eDgQLOVADv9rqnbAFBRUYFt27YhKCgIFRUV6Natm5h+p6eno23btpg2bRrWr19PLVqytf0NQqNdUbRQLF68mIwYMYIkJibWWS4xMZGMGDGCLF68mJbv7+9PuFwu2b59O3nx4gVJSEggQUFBZPDgweTEiROkpKSE3Lp1i0yYMIEMGDCAvHv3jqKdNWsWsbGxIXl5eaSiooKsX7+emJiYkLFjx5K8vDyqXFpaGhk+fDiZO3culcflcom3tzfx9PQko0ePpjyITJgwgfj6+pLMzMw6n8fExIQcOXKESk+ZMoUMGzaMvHnzhlbuyZMnxMDAgKxYsYLKMzQ0JL6+vlR6zJgxZMyYMSQnJ4dGm5ycTEaMGEHmz59P4zssLIxKb9u2jXC5XLJz506SnZ1NPa+rqyvh8XjEz8+PRsvj8QiPxyNcLpfxV/16TY8q7u7uRE9Pj/j6+pLIyEhibW1NrK2tyaRJk0hERAQRCoWksLCQ+Pn5ER6PRw4cOEDRBgUFES6XS9auXUuioqJISEgIGT16NNHS0iI+Pj60ei5cuECr+/Lly4TL5ZLZs2eTEydOEDc3N2JsbEz4fD65dOlSnbSNxcGDB2n0W7ZsIXp6eiQ0NJQIhUJGGqFQSEJDQwmfzydbt26l8jdv3kz69+9Pbt68SeUlJiaScePGkdWrVxNCCMnPzycbNmwgPB6P3Llzh3bfhQsXElNTU/LmzRuSk5NDFi5cSKysrIipqSl5//49VS42NpYYGBjQ+taGDRtI//79ycmTJ8nly5eJtbU1WbRoEenfvz85d+4cyc/PJzk5OcTPz49oa2uTjRs3UrRcLpc4ODgQS0tLSg+mTJlCTp48KaajTBg+fDjx9vam0g4ODmTgwIHk1q1bVF5lZSUJDw8nfD6fuLq60uqurt9r164lWlpaJCAggFRWVhJCCCkrKyNeXl6Ey+USd3d3Gi0b/a5+vb5fTXo2fWPHjh1EV1eXnDt3jggEAvLu3Tuybt06wuVyycKFC0lxcTFVtrn1m439ZtM3wsPDCZfLJcuWLSORkZHk1q1bZPfu3WTAgAHk/Pnz5N27d+TkyZPE1NSUDB8+XMwes7X9W7duJevWrSODBg0iXC6X8Pl8smzZMnLt2rVan4UQdrabLX3NvuHt7U24XC5Zvnw5ef78OcnIyCCPHj0ijo6OhMfjkfPnz9Nom6rbhEhtf2P1+8CBA0RHR4ecPHmS5ObmkuLiYnL79m1iampKdu3aRQgh5N9//yULFiwgurq6JCYmhnZfNvo9depUMn36dFJaWkoIIWTv3r1EX1+fzJgxg5SVlVHlBAIBsba2JlOnTqXyuFwu+eWXX8icOXOIlpYW4fF4ZOjQoWT79u3k5cuX9cqwOW1/SEgI4XK5ZOrUqeTSpUvkyZMn5Pz588TGxobweDzaPUU6W5vdr3n9v2L7X758SXR0dIiRkRFZtmwZmTZtGuHxeGTUqFFiNpmNftfUbRHfWlpaZO/evSQjI4ORLiMjg+zdu5doaWnRxlo2faOhaDWTKH19fdqLel3w9fUl+vr6tDxLS0uyZs0asbKXLl0ifD6f5OfnE0IIKS4uJqNHjybOzs5UGUNDQ1rdIneKZ8+eFbuft7c3re6aHTYuLo5s376dDBs2jHC5XKKtrU3mzp1Lzp49Sz5//ix2P11dXXLmzBlCCCGlpaWEy+WS0NBQxuf28PAgAwcOpNJ8Pp+cPn2aei4ul0sb8KrDx8eH/Pjjj7XyPXjwYLJq1SpG2tmzZ5Nx48ZRaWNjY/Ljjz8SDw8P8uDBA7HfxYsXCZfLJV5eXlRedVhbW5PNmzdT6b///ptwuVzi5uYmVvfPP/9MxowZQ6UnTJhAli1bRisjFArJb7/9RrhcLu2+NY3F1KlTyezZs2m0eXl5ZN68eURLS4v2UsJkaBpqHKv/RDAxMSH79u1jkK443NzciImJCY2WSTaPHj0iPB6PpKamUnkODg5kxowZtHImJibk8OHDVDo+Pp5wuVwSFBQkds/9+/cTAwMDKm1mZkYN1oQQcu/ePcLlcomHh4cYraurKxk6dCiVrq5jz58/J5s3byYmJiaEy+USHR0dMn/+fBIWFkaKiooY5VC9bwiFQqKtrU2OHz/OWHb37t3EyMiIsW5CquzLH3/8wUi7bNkyYmVlRaXZ6jefzyc//vgj2bdvHzl79qzY78iRI5SuivJEYNM3rKysGAeZsLAwwufzydSpU6kXJyb9njlzZoN/5ubmNHo29ptN3xg7dixZsmSJWLng4GAycOBASrdycnLI8OHDyW+//UYr11y2v7S0lFy9epUsW7aM8Pl8wuPxyKBBg8hvv/0mph+EsLPdbOlr9o0hQ4YQR0dHMbqKigoyadIkMmXKFFq9TdVtQlqu7V+zZk2DfxMmTGg2229qakq2bNkiVu7WrVtER0eHWvCsrKwkkydPJk5OTrRybPR70KBB5OTJk1Q6KSmJcLlcEh4eLkZ79OhR0r9/fypdXccyMzOJr68vmTBhAjVxsLa2Jl5eXiQpKYlRDs1p+0eOHEmmTJlCLZ6JUFJSQkaNGkVmzpxJ5Y0ZM4b079+feHp6kuTkZJKSkkL7PXr0iHpHE+VVh6Rsv5OTE7G0tCSfPn2i8h49ekSGDRtGDAwMyOPHj6n8mvrt7u7e4N+sWbPE+saIESMYdZQJmzdvJiNGjKDSbPpGQ9FqHEu0adOGtpWgLlRWVoqdYUhNTYWDg4NY2f79+6O0tBQJCQnQ19eHrKwsJk6cCB8fH6pMWVkZ7ROh6AA00x7j+rZqaGlpQUtLC6tXr8aDBw8QHh6Oa9eu4d69e/j9998xYsQI7N+/nyqvoaGBDx8+AKjadtK2bVvIy8sz3rtjx44oLy+n0pqamtTnYxkZGbRv3572yb86mGQmQmFhIfLy8mrd42tmZgY3NzcqfeXKFXh6esLb2xtv3rzBr7/+Stta+fHjRwDADz/8wOjK8uPHj+ByuVRa9Fmc6UzZwIEDcevWLSr9/v17TJs2jVZGRkYGmzdvhqamJvbs2YOcnBzs3LlT7F6JiYm0rSkAoKioCB8fH2zatAk7duxARkYGXFxcGOXQtm1baGpqUlsg60JMTAyeP39OpQUCAbp161YvHQCoq6tDIBBQ6YKCAkbarl27ghCCjx8/UtuURo4cid27d9PKFRYWonPnzlRa9F9FRUXsnmpqahAKhVQ6OzsbPXv2pNKibapaWlpitLq6urUGPeTz+eDz+Vi3bh3u3buH8PBwXL9+Hbdv34acnBzMzc1hY2OD4cOHUzSqqqpIS0sDULXlqLKyknZ2sCbfRUVFjNcEAgEKCwtr3U4yePBgmo6x1e/Lly9j+/btOHr0KGbMmIHFixfT7MbHjx+xa9cuGBkZiZ2pYtM30tLSqPLVYWNjA3V1dSxevBh2dnY4cuQIoxwePnyIzp07N0hPRVuiRGBjv9n0jXfv3sHOzk6snGg756tXr/Djjz+iS5cumDJlCgIDA2nlmsv2t2/fHhYWFrCwsIBAIMCVK1cQHh6OM2fO4PTp01BTU8NPP/2E1atXA2Bvu5vL9hcVFSErKwurVq0Su9amTRtYW1vDw8ODymOj26LrLdH2nzt3Du3bt2+Qc5Tq9hNgp99ZWVli2w0BoE+fPigvL8f79++hrKwMDoeDMWPG0NoKYKffTGfHATDqUtu2bWs9+6Sqqoo5c+Zgzpw5eP/+PcLCwnDp0iXs27cP+/fvR79+/WBjYwN7e3saTXPY/pKSEiQnJ8PJyUnseTp06IDx48fT7OGFCxcQFBSEAwcO4ObNm1i7di217bU6unTpwnheUFK2PzY2Fg4ODrRxfuDAgTh37hwWLFgABwcHuLm5Mb7jeXh40LY/14eacszJyWEcd5jA5XJx6tQpKs2mbzQUDT/t3MJhbGyMY8eO1bun9NWrVzh27JjYi6yqqiri4uLEysfFxYHD4dAOMn/zzTe0l4BevXrRFPLmzZsAgL/++kvsfteuXav1cFx1cDgcGBoaYuvWrbhz5w7c3d0xfPhwsXuOHTsWISEh+PjxI2RkZGBubo7jx4+LvaTk5eUhKCiIdrB/ypQpOH36NF68eIG2bdti/Pjx8PLyovzpi/Du3Tv4+/uLvfCJOoOcnBzk5ORqHWjbtGlD6zidOnWCi4sLwsLCUFxcjNGjR2PXrl0NVnBZWVnauTXRAUmmQ55t27al8SUvL19rPY6Ojti6dSuuXr2KBQsWiJVr164dtae4OjgcDjZu3IglS5bA19cXLi4utMmqCH379oWsrCzWrVtX76/6ZAComnScPn1arF1rori4GKdOnYK2tjaV17NnT8ZzOjdu3KDO4onA9Hw9evTA48ePqbRoz/WDBw/Eyt67d492v27dulGTfKBKl4Cql5KaSEhIqPeAfZs2bTBkyBDs2LED9+7dg5ubGwwNDREZGYmFCxfSylpaWuL06dMoKChA+/btMXjwYNp5CBGEQiEuXLhAG4CAqgFUIBCgsrIS8vLyKCsrY+SprKyMdkiXrX5raGjgwIED8PHxwd27d2FhYYHAwMAGTTLY9A1lZWXqxaMmBg4cCH9/fxQUFIidmxJBU1MTXC4X58+fr/c3ffp0Gi0b+82mbygoKFDn9aojKSkJHA6HJjdVVVUUFBTQyn0J29+pUydMmjQJfn5++Ouvv+Di4gJlZWX4+vpSZdja7uay/R06dICMjEytE0R5eXnayxUb3QZaru3X0NDA4MGD8ejRo3p/Tk5ONFo2+v3tt98y2umHDx+Cw+FAVVWVyhOdY64ONvrdt29fREREUPI4e/YsOBwOrl+/TqOrqKhAWFgYbbGtNvTs2RM///wzrly5gpCQENjb2yMlJQVbtmyhlWNr+0Vo06YN2rZtiy5dujBeV1JSok1627RpA3t7e1y9ehW6urqYOXMmVqxYQS2c1QdJ2f6ioiJ88803YuW6dOmCEydOYMCAAfj5559pExgRVFRUMHTo0CbpNlA1oY+MjKx3EkYIQUREBHr37k3lsekbDUWr+RK1bt06zJo1CxMnTkS/fv2gq6sLVVVVtG/fHkKhEFlZWYiNjcXz58/RvXt3rF27lkZvY2ODI0eOoFu3bhg9ejRkZWXx+PFjbNu2DX369KE1XEJCAs27yJw5c7By5UpMmTIFXbp0wZ07d2BkZARZWVksW7YMZmZmqKiowOXLl/HgwQP89ttvjXq2mquU1TF//nw8ePAAEydOxNSpUzF06FDs2bMHZmZmMDU1hYqKCjIyMnDjxg2Ul5dTB4kBwN7eHs+ePcP06dNhaWmJvn37Ij8/HxYWFtDX14eysjIyMzPx9OlTdO7cGWvWrKHV7erqik2bNgGoMkbx8fE0DzsivH37lnEV6Pvvv8fhw4fx119/Ydu2bTh37hx+/vlnsUO+NfHdd9/h/fv3VFpRURHh4eFijkKAqtXH6nX37dsXd+/eZfzqCAATJ06EgoICVq1ahWfPntGu9erVCw8ePMDMmTMZaZcuXQolJSVq4lsTfD4fp0+fbrB76+pG5ddff8XcuXNhZWWF8ePHM+r3ixcvEBYWhtzcXNoLl4ODA9asWQMHBwdYW1ujQ4cOePLkCU6fPg0zMzPaSs7z589pug5UORH5448/UFpaCmVlZZw9exba2tr4/Pkztm/fTul3REQErl27hp9//pmiNTMzQ0BAADQ0NKCsrIz9+/dDVVUVT548wc2bNzFs2DBUVlYiMjISwcHBGDt2bL1yEaFDhw4YPXo0Ro8ejfz8fERGRtKuL126FHfv3sWkSZPg6OgIe3t7uLq6YuzYsbCysqL6Rnh4OFJTU+Ht7U2j37BhAzZs2EC1xbNnz/DTTz+J8fHmzRsxhwNA0/VbhMGDB+PcuXMICgrC/v37ERAQgDVr1tTpdIZN3+Dz+bh+/TqWLVvGeG8ej4fAwEA4ODgwfo3i8/mIioqiDl7XhZrX2dhvNn3DwsICJ0+eBI/Hg5WVFdq3b4+YmBhs2rQJ6urqtJerpKQksUn+l7b91VfhRQsQAHvbzZbezc2NOrTP4XDw5s0bjBw5Uoz/pKQkKCsri+U3RbeBlm37o6Oj63w2EWr2DTb6PWXKFOzcuRPy8vIYPXo0ZfsPHToEfX199OjRgyobHx8vNslno9+LFi3CvHnzYG5uDgUFBSQkJMDKygqampqYNGkSTE1NUVFRgWvXriExMVFsB0R96NevH/r160ftTqgOtrb/+PHjuHLlCoCq96/qOlcdHz9+ZJxgKSoqYuPGjZg2bRq2bNlCeRUdM2ZMg57ta9v+Hj16ICYmRsypFFA1CfP29sbq1auxYcMGMQ+MfD4fMTExjJOwmmBy6rBkyRIsXboUkydPxtSpU2u1/SEhIYiLi4O7uztFy6ZvNBStZhLVtWtXnDt3DgEBAbh69SpCQkJoKwTt27dH37594ezsjOnTp4t9jl6yZAkSEhKwf/9+HDhwAEDVi5OGhgb27dtHK5uenk5zfTp69Gh8+vQJAQEBSE9Px6hRo7B+/XrIyclh2bJl1IDfpk0b2Nra0raPaGho1Lr9jgk1V/zat2+Po0eP4tixYzh58iSysrKoa6KVl3bt2mHIkCFYtWoVzUMTh8PB7t27MWLECPj7+yMiIoJ6cb9//z6AqlWGadOmwcnJibZqxRTdmwmFhYW4ePEiTE1Nay0zfPhwmJiY4Pjx49i9ezcUFBTqfAkzMTGhfTVs06YN7blEELlrHjFiBJVnbm6OLVu2IDExUWyyIMLIkSNx5MgRLFq0iJZvamqK/fv3Iy0tjfGlGah6OVFSUqK23VTHxIkToaKiAoFAUOvKlgjjxo3DgAEDqLS+vj6Cg4Ph5uaGI0eOoLy8nCYjQgjatWsHIyMjODs701Zcxo8fj/z8fHh4eFCDDYfDgbW1NTUJFqF3794YPXo0LW/atGlISkpCcHAwSkpK0K9fP+zatQsdO3bE7Nmzcfz4cYoHExMTzJs3j6JdsmQJHj9+jD/++ANA1Wrw3r170aVLF8yaNQtlZWUghKCiogIqKiq0CVhjoKioiKlTp9LyOnXqhMDAQOzatQtbt26l6srLy8ObN2+ocj/88AMOHz5Mm9wwRVSvHh5AhNzcXERERNQ5+WusfleHaGVzzJgx2L9/PxYuXAgdHZ1a6dn0DWtra2zYsAGPHj2q1T1zjx49EBwcjHnz5tFkCFT1j/T0dGRmZtb7RXHQoEFYsmQJlWZjv9n0jVWrVuHFixdYvXo11qxZg7Zt26K8vBydOnWCl5cX7T6PHz8Ws2NsbH9j8f3331P/2dhutvQ1daNfv35ITU0V41coFOLixYs0O1YdjdVtoOXa/sGDByMmJqZOehF4PB7t/YKNfjs4OCA9PR0BAQHU+wAhBP369cPevXtp9bZr105skshGv42NjXHw4EEEBgZCIBBgwYIFWLRoEWRkZJCbmwtvb2+Ul5dDQUEBy5cvZ1ygaghEuxOqg43t19DQQG5uLnJzcwFUfW36559/xCbfhBBcuXKFcWu6CFwuFydOnEBkZCR27tyJwMDA/6TtNzY2xpkzZ7Bu3TrGL1cyMjJwc3ND586dERQURONBT08PUVFRSE1NZXRdXh0aGhpiIW/Mzc3h7e2NnTt3wtXVlfH5CCHo1asXDh48SOObTd9oKFqNi/OaEHUYUbDGzp07N0h5Y2Ji8OTJEwiFQnz//fcYPnw46zgFycnJyMnJQY8ePep9eWYDQgj+/fdfJCUlobCwELKyslBVVUXfvn0b5DZXIBAgOTmZRtvY+CU1IVoNUFBQaNBKRXZ2Nry9vZGWlkZzAd0UCAQCxMXFQVNTk3oO0R5nFRWVWuN8iJCamoqUlBRqK0teXh6ePXuGH374od74JzExMUhMTGzwZLMxEAgEePPmDbKysqh4CA1pZ6FQiISEBAiFQmhqatb7/DVBCEF5eTlt61pFRQUePXqEnJwc9OzZkzGmEyEEL168oNzJirbGJicn4+zZs8jJycH333+PCRMm0PZkP3z4EL1792ZcyW4sPn/+jH/++QcfPnxAUVERJTMdHZ0GhxNoDrDV7zdv3sDNzQ3p6ek0N7eNBVPf+C+hqfa7KX2joqICV65coex+r169MGbMGMYzf43F17L9bG33l7D9Ih3T0NBgXA2viebS7ep1S21/FTIyMhATE0O91zTlZZIJbPS7rKwMeXl5UFZWFjsKIPrC0xwBab+U7c/Pz0dUVBT69u3boFiGQqEQAQEBSEtLw+TJkxknOHXhS9r+t2/f4tSpU7CxsalXN/z8/PD69esmxwisC4mJiYiLixPTby0tLcazfdXR1L5RH1rtJEoKKaSQQgoppJBCCimkkKIpaDXb+UQQCAS4fft2rVGPhw0bxmpW2hS8f/8enz9/Rp8+fRq1svLu3TsqOnb1vctfC03lu7S0FAUFBVBUVGy2aOONgVAobNCWOUmivLycFiVdKBTi0aNH+Pz5M3R0dBoVVLah+C/2jdLSUjx69Aja2tp1tldFRQU+fPiAzMxM6uuEmpoaNDU10bZt26/IcRWysrKwbNky/PLLL2LbE6ojOzu71ijqNbdYfQ0UFBTgyJEjGDduXK1bmv6LetJS5f1fsKECgQAFBQX1brWpjqbyLWm0BNsvKcTExCAuLo6xTzN5cPvSaKl9WnREYejQoXX2qdrkra2tzWqHTVPRENtfHYQQiu+GbkH8EmiovL+UnrSqSZSfnx88PDwgEAjQpk0bdO7cmYpcnJeXh8rKSnTs2BFLliyp9XBpQ+Dl5QV3d3fa/tOzZ8/C19cXnz9/hpGREdavX4/S0lIsXLgQsbGxAKoOwi9fvhxz586l6EJCQmBkZESbJEVERGDXrl1IT0+n8r777jusX79ezGubpPi+c+cOeDwebcvL48ePsWfPHjx//hyVlZVo27YtBg0aBBcXF1r0b7Y8A1WR1I8fP07x7eTkhLKyMqxduxbXrl0DIQTq6upwcXHBqFGjKLp3795BTU2Ndqbiw4cP8PDwQHR0NDVpHTp0KJYuXdpg95k1ERAQgGPHjol5xXN3d8fx48dRXFyMAQMGYNeuXSguLsbcuXORnp4OQgjatGmD6dOn0w7psuWbbd94+/YtfHx8aNHMx40bJ1bu+vXr2LZtG6M3QCZkZ2dj/vz58PT0ZHSfmpycDE9PT1y/fh2FhYUAQHNcIC8vj5EjR2Lp0qWME8/c3FwEBgbS+GYasO/duwdvb28q4nx9nvRyc3Px7NkzZGRkUGWrTyyeP3+O3bt34/HjxyBV8fpo9BwOBwMGDMAvv/widlCXDd/14fPnz/Dx8UH//v0ZB1JJ6Ymk5d0Q1Nan/+s29MSJEzhw4ADi4+ObhW9J29CWavsTEhIQHByMgoICGBsbY/z48SgvL4ebmxvCw8MhEAigq6uLlStX4scff2w2vq9evYodO3YgNTWV0QMah8NhlJcIDx8+hIeHB61POzg4iDkJCAsLg4uLC6Vnku7TX8qG5uXl4ffff4enpyfjSz1beUvK9ldUVODChQu4fPky4uPjkZOTQ11TVlYGj8ej7Hn1BWDg/85ZJSYmQklJCRYWFozj8bNnzxASEtKorYD1yftL2/5Ws50vICAAmzdvpuIF6Ojo0M5ulJWV4cWLFwgKCsLFixfx22+/0eIKNAZeXl60Qemvv/6Ck5MTtLS00LVrV/z999+wtLRERUUFSkpKMGrUKJSUlODcuXN4+fIlPDw8KB//Wlpa2LlzJ2xsbABUvVwsXboU3377LaZNmwZ1dXUkJSUhMDAQeXl5OHnyZJNfAr4k3//88w/mzJkDOTk5/PTTTxTfERER4HA4OHXqVINWP+rjGQCePn2KGTNmQElJCUpKSkhISMC0adMgFAoRGxsLc3NzFBcX48qVK0hPT4e/vz9lhGry/ebNG9jb26O4uBhGRkZQV1dHcnIyHjx4gC5duuD06dNNGkyZ+L5w4QJcXFxgamoKDQ0NnD17lhosNTU1MWrUKJSWluLUqVO4ceMG/vzzT2pfPRu+2faNpKQkasDv06cPcnJykJGRgUGDBmHfvn20M0s1B9L6jKVAIMCZM2dgamqKHj16gMPhUJ7AXr16hZkzZ4LD4cDKygp8Ph+qqqrUS31WVhaeP3+OK1eugBCCEydO0F40s7OzMXHiRGRmZkJRURFFRUUoLy/HmDFjsHnzZtpLQE2+6zosLEJNL3Qi2ujoaMyfPx8aGhqwtbWFnp4e1NTUKI9BmZmZeP78Oc6dO4fU1FT4+PjQYlCx4bu+cxhlZWVISEhA9+7d8c0334DD4eDs2bMAJKsnkpR3Q8HUp1uqDW1Ovr+mDW2ptj8hIQGTJ0+m4i4VFhZi8eLFKC4uRnh4OIyNjVFSUoJ79+5BKBQiNDSU8gzJhu+IiAisXLkSAwcOhJ2dHaMNffbsGYKDg/HkyRPs2bOH5lgoLi4OU6ZMgYKCAgYOHEiV19TUxMGDB2lniv5LfZqNDWVyKlQdxcXFuHv3Lvr16wdVVVVwOBzKYxxbeUvK9n/69Anz5s1DXFwcevbsych3TEwM3r9/D21tbRw9epQ6VygQCMTCXrRr1w6Ojo5Yvnw5rX1r8sxW3l/D9reaL1H+/v4YP348tm/fznhdRkYG+vr60NfXR5s2beDv7097AagtyCcTaq7o+fj4wMDAgFoR8PPzw86dO2FqaorDhw9T5aZNm4axY8fi5MmT1IBUc4574MABfP/99zh79ixtG4WdnR3Gjh0Lb29vmjvO/wrfu3fvpgx4ddeZCxYsgK2tLTw9PamAu2x4BgBPT09wuVwEBgZCVlYWbm5u8PX1xYABA3DmzBlqlWTJkiWwsbHBsWPHqIG0Jt87duwAh8PB6dOnaS/gIm88Hh4eVAwKUXykhiAlJUUs78SJE7CwsKAMgJ6eHtasWYNx48Zh48aNVLnhw4dj6tSpCA0NpQwjG77Z9o19+/ZBXl4eAQEBlAvcCxcuYPPmzZg6dSqOHj1aa/yb48eP1xuIj8PhUPFHqk+itm3bhm7duuH48eO1bs+xtbWFs7MzZs+eje3bt8PPz4+6duDAARQWFuLkyZMYOHAgioqK4Ofnh4MHD+L9+/c4dOhQrfclhEBeXh62traMXvny8/Nx4sQJWFtbix1O3rdvH/T09HD8+HHGrVi9e/eGkZERHBwcMGvWLLi5uSE0NLRZ+I6Pj4e8vHytB51FHu/k5OTEtuRJUk8kJW+2fVpSNrRmUNS6wPSMzcn317ShLdX2HzhwAGpqaggKCoKSkhLWr18PPz8//PDDD4iIiKCcLqWmpmLixIk4fPgwFY6EDd/e3t4YMWKEmAtvoMrd9HfffYfvvvsONjY2cHJygre3N+2l/sCBA/j2228REhJCOf35559/sGrVKtjZ2cHLy4sxmKyI75ZoQ69fvw5ZWdlar1dUVIDD4SA5ORlZWVm0SUJzyFsStn/Hjh34+PEjfH19YWRkxEgPVE1aVqxYgR07dlDjhIi37du3w8LCAllZWfDx8YG3tzdev36NvXv3Mro2F4GNvNnqSYNAWgn09PRIaGhog8qGhoYSPT09Wh6XyyU8Ho9wudwG/Xg8HkVrYGBATpw4QaWTkpIIl8slFy5cEKvby8uLGBgY0OoNCwsjhBBSWlpKuFwuCQwMZOT7wIEDNNr/Ct9CoZDweDzi6+vLyPeuXbuIsbFxs/BMCCEmJia0ut6+fUu4XC45e/asWN379+8nRkZGjHyXl5cTHR0d4uXlxcj35s2bybBhw8T4bsiPie8BAwaQgIAAKp2SkkK4XC65dOmSWN0+Pj5EX1+/Wfhm2zdGjBjBWFdCQgIxNzcnhoaG5Pnz54QQQi5cuEB7bkdHR9K/f3/i6elJSkpKxO6RnJxMuFwuuX79uti1/v370+RVFwICAkj//v1peSNHjiRubm5iZR8+fEgMDAyIpaUlSUpKYuT72bNnxNbWlgwePJicPHmSVFRU0O4hajsmvvl8foPlHRISQvh8frPxffjwYaKvr09mz55N4uPjxe5Rl7wlqSeSkjfbPt1SbWhz8f21bWhLtf3Dhg0jhw4dotKvX78mXC6XBAcHi9W9c+dOMmTIkGbhm22fNjExIUePHhUrm5OTQyZNmkT69etHbty4QQj57/RpQtjZ0I0bNxIdHR2ybt06kpWVJXaPL2lDJWX7DQwMaPpZF7y9vWn2wMrKimzdulWsXFhYGOHz+WTq1KkkLy+PkWdC2MmbrZ40BK3mS1T37t0RHR3NGCysJu7evSvmclVRURFaWlpiQQWZEBoaiqCgICotFArRoUMHKi2a5TMdZlNWVkZRURHjfcn//7RdWxyJbt26idH+F/guLy8HIaTWiOOamprIz89vFp6Bqr291d2li1bImLZeqKuro6CggPHeJSUlKC8vrzVaed++fREcHEyl5eXlwePxGnSeLjIyEpcuXaLlic44VL8fAEZ3u4qKimLR45vKN9u+kZeXx+juuXfv3ggODoajoyNmz55NxVerDh8fH9y6dQvbtm3DqVOnsHLlSmpbCiAeWLI6ZGVlaXpTFz59+iS22pWVlcW4L3vQoEEIDAzEvHnzYGdnBx8fH7Ey/fr1w6lTp3D27Fm4ubkhICAALi4uDTqTqKCggKSkpAbxnZSUJLZKy4bv+fPnY8KECdi9ezdsbW0xYcIErFixgtpKV5e8JaknkpI32z4tKRuqoqICbW1tWvD02nDkyBHa16Xm5Ptr29CWavs/ffpE6xui/0z9vGfPnvj06VOz8K2qqoqXL182qE/HxsaKtX9RURFjaJIuXbrgxIkTWLp0KX7++Wds3LiRpk9Ay7Whv//+O6ZNm4Y///wTlpaWWLBgARwcHKgvHXXZULbylpTtFwqFYrFTa0PHjh1pMfzS0tLQt29fsXI2NjZQV1fH4sWLYWdnxxigHWAnb7Z60hC0mknU3Llz4erqirKyMkyfPh06Ojo0gRUUFCA2NhaBgYG4ceOGWJBRPT09vH37tkGHd2sqvqqqKjIyMqi0nJwc5s6dyxhPIj09nRYLB6jaJyo6yCsnJ4ePHz8y1puamkrF2Pkv8H3nzh3K2Hfs2BGZmZmM9WZmZtLagg3PQNWgXj2ocPv27WFpacn4ApednS0ms7i4OGoC07Fjx1oHrE+fPtE+e+vq6iIjIwMjR46sl+/q+4NF6NatGy0oZceOHeHq6soYqyIlJUUsPlJT+WbbNzQ0NPD69WvGulRUVHDy5Ek4OTlh0aJFGDZsmFiZESNGUMFmf//9d/j7+2PdunW0w9NMGDlyJI4ePQoul8vodEKEGzduwNfXF9bW1rT8rl274sOHD4w0vXv3RlBQEBwcHDBz5kxYWVkxlps4cSJGjRoFT09PLF26FAYGBli7dm2dHsvGjh0LPz8/qKmpwdbWlrFscXExTp06hePHj2PWrFnNyreKigq2b9+O6dOnY8uWLbC0tISTkxPmzJlTK8+A5PUE+PryZtunJWVD+Xw+YmJiGhR7j2krDVu+JWVDW6rt79y5M+2gfvv27aGjo8PYfjXrZsP3tGnTsGfPHsjKysLOzo5xO+2HDx8QGBiIU6dOYcWKFbRrPXr0QExMDOOkQE5ODt7e3li9ejU2bNhQ61ntlmhDeTwe/P39cfnyZezatQuhoaFYtWpVvQGB2cpbUrZfX18f/v7+sLS0rNOTXWZmJk6cOEELoK2srIy0tDTG8gMHDoS/vz8cHR2pIylMaKq82epJQ9BqJlGTJ09GRUUF9u3bh+vXrwOoMlQyMjIQCoVUxGpFRUW4urqKGQU+n487d+4gOzu73iCLCgoKtK9Furq6ePr0KZWWlZWFi4sLI+39+/fFJg9///03/v77byp96dIlRqcXt27dEluBkiTfFy5cwIULF6j0tWvXMGXKFEba6gei2fAMANra2nj+/DmV7tixI+PqNlB1ELnmYWxfX1/4+vpS6du3b2PixImMtNWNIJ/Px9GjR5Gfny82ONcEYfASo6enh8ePH1Pp9u3b1+rc5K+//oKurm6z8M22bxgYGCAyMhIuLi5iXnmAqlVsX19fLF++HFFRUYwrRzIyMnB0dMS4cePg5uYGe3t7WFlZYdq0aYzPDwCrV6/Gv//+iyVLlkBNTQ06OjpQVVWlDo1mZWXh5cuXyMzMRL9+/bB69Woavb6+PiIjI7Fq1SrG+6urqyMoKAjz58/H6dOna13x6tixI1avXo0pU6Zg27ZtGD9+PMzMzGotv3z5cqSlpWHr1q3YuXMnevXqJcb327dvUVZWBisrKyxfvvyL8M3n8xEaGopz585hz549CA4Ohr29fa3l/wt6AnxdebPt05KyoXp6eoiKikJqamq9rss1NDTEvHux5VtSNrSl2n4ul4uXL19S6U6dOuHMmTOM9C9fvhT7ItlUvh0dHVFQUABfX18cP34cnTp1goqKCtU3srOzIRAI0LZtW8ydOxcLFiyg3c/Y2BhnzpzBunXrGF9QZWRk4Obmhs6dOyMoKOg/0aeB5rOh1tbWMDMzg4+PD9avX48TJ05Qzo6YwFbekrL969atg729PUaNGgUzMzPo6uqKOWiIjY1FVFQUOnTogLVr19Lqun79OpYtW8Z4bx6Ph8DAQDg4ONT6NUqExsqbrZ40BK3GO58IpaWluH//PuLj4xmjHhsaGop9dgaqPlt/+vQJampqNI9UDUFycjIyMzNps3Mm5ObmYteuXbCwsKhzZZ0Jnz59QkBAAH788UeYmJhInG+mr2Vt2rQRm/CIaIcOHUodoGTDM1D1GTwpKYl2ILM2vp2dnTFu3DhqwHn48KFYORkZGbGvIiJaCwsLzJgxA0DVp/Z3795BV1eXWhVsDPLz8yEQCOqNeC9ycWpoaEi9/LDhW4Sm9o0XL17Ax8cHDg4OdXqGrKysxLZt2/Dq1SucOHGizmeMiYnBn3/+iZiYGBBCaN6/qoMQgsuXL+Pq1atUDIjqcaJ4PB5GjRoFKysrsaj30dHR2L17N9auXVtnHJLi4mKsWrUKr169QlRUVJ18A1UvMLt370ZaWhp2795d6/aUmJgYREZG4tWrV2Ly5vF4lMfBmvgSfBcWFuLgwYPw9/dHWVkZPD09GeUN/Lf0BPiy8mbbpyVlQ9mCDd+StKEt1fbfuXMHCQkJ9X4RyM3NhZ2dHaZMmYJ58+ax5luEjIwMXL9+vda+MXLkSHTt2lWsnrdv3+LUqVOwsbGBtrZ2nbz7+fnh9evXDXJf3RJtaGpqKnbu3InIyEhwOJxaxyyg6fKWpO3PyMiAl5cXrl27RvtqKkKXLl1gaWmJhQsX0rbPXr16FRs2bIC7uzsGDRpUKx/Z2dmYN28e3rx5w+gwrCYaI++m6klD0OomUVJIIUXLwdWrV5GWlgYzM7MvEmBYCjqysrKQk5OD7t27f/WAuVJIIYUULR0vX75EWloa+vfvX+9Omv8SGmP7MzIyxCYjTJO+rwFJy1s6iZJCCimkkEIKKaSQQgoppGgEWs2ZqOoQCATUnv7x48c3+JoIJSUlePHiBQCIfZ6s6xpb2pbKt6RogaoYAqID0jXPBtR1TZK0ALu2ZlM3Wx1j+9wtEZJqK7ZoqXoiKXmzbavWOG5IUt4t1fazAZu62Y61ktLRljrmsJU3G7RUmbHBF3vmRjtF/x9AYmIiY6yG+q41B72kaFsq3831zFpaWo26Jkna6mXYyIwN35KQd1JSEjEzMyPm5uaNusa2Xrb0kmqr5uK7pemJpPuGJPt0Sx03JCnvlmr7W2qflpR+t1Z5f22+U1NTycyZM8msWbMadY0QdmM8W77Z6kltaJVfotTU1Go93FjXNRGUlJSwZMkSRo8gdV1jS9tS+ZYULQB88803GD9+PGOZuq5JkhZg19Zs6marY2yfmzB4rmrINTk5uVpX7Oq61hz0kmortny3VD2RlLzZtlVrHDckKe+Wavsl1afZjrWS0lFJypsNLVt5S0pPiouL8fDhQ8brdV0ToaljPCC5Z64L0jNRUkghhRRSSCGFFFJIIYUUjUCb+otIIYUUUkghhRRSSCGFFFJIIUKr284nEAhw+/ZtKqaMyEWjmpoatLS0MGzYsCa59s3NzcXWrVvh4OAAHR0dxjIfP36ErKwslJWVqbz379/j2bNnKC8vh7a2dp2xFoRCIdq3b1/r9ZKSEuTm5tIOxj19+hR6enqMwS2bEwKBAAUFBU06iNgQWkIIbt68iSdPnqCgoABKSkowNjbG4MGD67x3dnY2Y1vzeLw6I2/XhoKCAhw5cgTjxo0TC9RYHUVFRfj333+peuXl5dGzZ886aaqjvLyc1mZCoRCPHj3C58+foaOj02h330KhEAKBAF26dGG8XlZWhqdPn0JWVpYWLyE6OhqPHz9GRUUFtLW1YWZmhrZt2zaq7qaAEIK3b9+ioKAAXbp0YYzs/l/Fu3fvkJ+fjy5duqBHjx51lm1u/QSq4n5cvHgRQ4cOrfPQfc12/Pz5M169eoXy8nJwudxadQVofv0U3aM2Hb148SKMjIxotlOSeP36NWWLunTpAkNDw3qfOSYmBnFxcYzjTr9+/b4YbU00Rj+BqjGqet3y8vLQ1NTEgAEDmjRW1meLAPb6+bWRmZkJNTU1SbPBCmx1rDl1FKhyub1s2TL88ssvdcZEYjvWtnY0xZZJEtnZ2bS27tGjR4Nis32JsRZoZZMoPz8/eHh4QCAQoE2bNujcuTM6dOiA0tJS5OXlobKyEh07dsSSJUvg4ODQqHsXFxfj0qVL+Omnn8QmUZ8/f8aiRYvw+PFjAMDEiROxdetWuLm54ciRI6isrAQAcDgcDBs2DO7u7rTJUlhYGPbv34/U1FTIy8vDysoKzs7OYj7xr169ChcXF1qgMjs7OygqKsLKygo2NjZ1GiM2OHHiBA4cONCgIGn10e7YsQOZmZnYs2cPgKoJ6oIFC/Dy5UsQQqho04cPH8aIESOwf/9+scnl8+fPsXv3bjx+/Jhxny2Hw8GAAQPwyy+/1Bn4syY+f/4MHx8f9O/fn9FIJyYmYu/evbh9+zbKysrErquqqmLWrFmYM2cO48TW3d0dx48fR3FxMQYMGIBdu3ahuLgYc+fORXp6OgghaNOmDaZPn47ffvuNRhsdHY3jx4/j8+fPMDIygpOTE8rKyrB27Vpcu3YNhBCoq6vDxcUFo0aNougyMzMxc+ZMJCUlAQAMDQ1x6NAhrF27FpcuXaLJjMfjwc/PD4qKirS63759Cx8fH7x9+xZKSkqwtrbGuHHjxJ7v+vXr2LZtG27cuAGgKqhiRkYGJk+eTJXx9/eHt7c3Pn36ROVpaGhg9erVNL4bg4CAABw7doyqly19SEgIjIyMaC+hERER2LVrF9LT06m87777DuvXrxcLFvml9BMA8vLy8Pvvv8PT01NsEiUUCuHq6opLly5BRkYG8+fPx+LFixESEoIdO3aguLgYANC2bVtMmTIFrq6utH3ibPQTaLqO/vLLL2jXrh0MDQ1hY2MDCwuLRgU1bap+Hj16FGlpadSzlJSU4JdffsGNGzdobVbXM1+9ehU7duxAamoq435/DofD+MxsaNnqJwA8ePAA27dvx6tXr2j5Ij46dOiAiRMnYtWqVWKTqaa2M1v9BJre1mxohw8fjj59+sDGxgZjxoz5ol7Natqid+/eQU1NDR07dqTKfPjwAR4eHoiOjqYmzEOHDsXSpUtpgVABdvrJhl4gENT5nLm5uXj27BkyMjKostX1jO1Ym5CQgODgYBQUFMDY2Bjjx49HeXk53NzcEB4eDoFAAF1dXaxcuZIWuFhXVxdDhgzB2LFjYWZmBllZ2TqfoyYePnwIDw8Pmo45ODiI3ScsLEzsfU4kl8DAQBo903vdvXv34O3tDX9/fwDNY8sagps3b+Lq1at1nmMrKyvD+fPncf/+feTl5VH6OWbMGLRpI75BLjc3F4cOHcLly5eRlZVFu8bhcMDn8zF79mxYW1uL0X7JsRZoRWeiAgICsHnzZtjY2MDe3h46OjqQkZGhrpeVleHFixcICgrCxYsX8dtvv8He3p66bmBgUOf9KysrIRAIICcnBxkZGXA4HDx48AAAsGfPHvj6+mLmzJlQUVGBr68vzM3NcebMGSxcuBDm5uYoKyvDxYsX4e/vjwULFmDlypUAqgajuXPnolevXhg+fDgyMzNx/fp1yMvLw93dndZ5mDodj8eDuro6NXCqq6tjzJgxGDNmDPr27ctesP8fXl5eTZ5E1aS1sLDAuHHjsHTpUgDA8uXLcfPmTaxZswZjx45Fp06d8OnTJ4SGhmL//v2YM2cOVq9eTd0vOjoa8+fPh4aGBmxtbaGnpwc1NTVq8pWZmYnnz5/j3LlzSE1NhY+PDwwNDQEAEyZMqJPXsrIyJCQkoHv37vjmm2/A4XBw9uxZAFVB32bOnAlFRUXKuD5+/BixsbFYuXIlOnXqhLt37+L69eswMDDAoUOHaJO/CxcuwMXFBaamptDQ0MDZs2cp462pqYlRo0ahtLQUp06dwo0bN/Dnn39S/D59+hQzZsyAkpISlJSUkJCQgGnTpkEoFCI2Nhbm5uYoLi7GlStXkJ6eDn9/f0p3Nm7ciLCwMPzyyy9QVlbGgQMH0LNnT0RHR2Pjxo0wMzNDeXk5wsPDsXPnTkyePBm///47xXdSUhI1APXp0wc5OTnIyMjAoEGDsG/fPtrXg5o6OmXKFOjp6cHV1RVA1ULH9u3bwefzMWbMGKioqCAtLQ3nz59HYmIi3N3da41KXhfY6CcTvZaWFnbu3AkbGxsAVS9VS5cuxbfffotp06ZBXV0dSUlJCAwMRF5eHk6ePEkZaDb6CYDqF7WhuLgYd+/eRb9+/aCqqgoOhwN3d3cAwOHDh+Hm5gZLS0uoqKjg/PnzmD9/Pg4cOIDx48fTbFFUVBRWrVoFR0dHAOz0E2CnozweD9ra2vjw4QMKCwshJycHMzMz2NjYYOjQoXV+HWWjn6NHj4aFhQWcnZ0BAK6urjh9+jQcHBxgY2MDFRUVpKenIzQ0FKdOnYKzszMWLFhA3S8iIgIrV67EwIEDYWdnBz6fD1VVVWrxLisrC8+ePUNwcDCePHmCPXv2YPTo0axp2egnANy9excLFiyAtrY2rK2tISsri3/++QfXr1/H+vXr0b17d9y9exchISH49ttvERgYSL3gsmlnNvrJtq3Z0PJ4PMjJyaG4uBht2rSBvr4+bGxsYGVlJbbgxBb12aI3b97A3t4excXFMDIygrq6OpKTk/HgwQN06dIFp0+fpiZSbHSMLb2Wlla9z0oIoU2SRc/MdqxNSEjA5MmTUVZWBllZWRQWFmLx4sUoLi5GeHg4jI2NUVJSgnv37kEoFCI0NBRcLhdAVVuLIC8vDwsLC9jY2MDY2JhxAlAdcXFxmDJlChQUFDBw4EBKPpqamjh48CB69epFlWV6n8vOzsbEiRORmZkJRUVFFBUVoby8HGPGjMHmzZtpE7HmtmUNRU39HDJkCDZu3AgLCwsAQH5+PubMmYP4+HjIyclBTU0N6enpEAqFGDhwII4ePUprq+TkZNjb20MgEMDAwACysrJ4/vw5srKyMH/+fFRWVuLevXuIjY3F2LFjsWPHDoqW7VjbIDTan18LhaWlJXFxcWlQ2dWrVxNLS0taHpfLJT/++CP55ZdfyJo1a8R+y5YtI1wul8yaNYvKq173pk2bqPSNGzcIl8sl27dvF6t75cqVxMzMjErPnDmTTJw4kZSWllJ579+/J+PGjSN8Pp9ERkZS+RcuXBBzicnlcklYWBhJS0sjhw8fJmPHjqVcZ9rY2BAfHx+SlpbGKAd3d/cG/2bNmkWrmw2tnp4eOX36NCGEkPLycqKrq0sOHjzIyOMff/xBhg4dSsubMmUKmTZtGk1mTCgtLSVTp04lkydPpsnrxx9/JDNmzGD8TZkyhXC5XDJmzBgqT4TZs2eT8ePHk+LiYlo9W7ZsIZaWlqSyspIQQsjjx49Jv379iKenJ63cpEmTyNKlS6n0uXPnCJfLJatXrxbjXfSMIsybN49MmDCBqnvPnj1EV1eXzJ49m5SVlVHlPn/+TEaMGEEWLVpE5ZmZmZFdu3ZR6Xv37hEul0s8PDzE6nV1dRWTt7OzMzExMSHv37+n8s6fP08GDBhAzM3Nafk1dVRfX58EBARQaRMTE7J48WKxesvKysi0adPIhAkTqLyHDx82+Ldu3TqxvsGGXtSvRLCxsSFWVlakqKiIVkdubi4ZMmQIcXJyovLY6Keo7n79+hFTU1PG37BhwwiPxyNGRkbE1NSUZk9Gjx5N0ydRe6xfv16sfkdHR2JlZUWl2egnIex0VCTvkpIScunSJbJw4UKiq6tLeDweGTx4MPn999/J48ePGeXIRj/5fD4JDQ0lhBBSWVlJ+vfvT3bs2MFYzy+//CLmntfGxobW9nVhwYIFxMbGpllo2egnIVXtN2PGDMpmieDt7U2GDBlCtde7d++IgYEBbSxj085s9JMQdm3NhpbL5ZILFy6Qf/75h2zcuJEMHjyYcLlcoqurSxYtWkQiIiJISUmJ2DOI0Jy2yMHBgQwaNIjEx8fT6nj06BHR09OjyZKNjrGlF421W7duZXwv2LJlC+FyucTZ2ZnKE4HtWLts2TJiaWlJcnJySGVlJVm7di3R19cnU6dOJQUFBVS5jx8/ksGDB5OVK1fS+A4JCSEXLlwgjo6OREdHh/B4PGJsbEy2bNlCnj9/XqsMnJyciKWlJfn06ROV9+jRIzJs2DBiYGBAs2FM73Ourq5EX1+fPHr0iBBCSGFhIfH09CQ6OjrE1taW5OTk1ErP1pY1FAcPHqxTP9euXUu0tLRIQEAA1U5lZWXEy8uLcLlcWjsTQsjixYuJubk5yczMpPKEQiFZsWIFsbW1pfIuXbpEtLW1ycmTJ6k8tmNtQ9BqJlF6enqUAtWH0NBQoqenR8u7dOkSMTU1JVZWVuTmzZtiNMnJyYTL5ZLr16+LXevXrx85deoUlU5PT6+1bHBwMNHV1aXSgwcPJv7+/mLliouLiZOTE01p6ppEVce///5L9uzZQ0xNTSnf+DNmzCChoaEkPz+fRsvj8QiXy23Qr2bHaSrtkCFDyOHDh6nn5HK55OrVq2IyIISQkydPirVVdWNRH0JCQgifz6fShw8fJvr6+mT27NligxAhdbdz//79Gdvq3bt3hMvlkpcvX1J5W7duFZuoDxgwgDahSElJIVwul1y6dEnsnj4+PkRfX59Km5iYEF9fXyr99u1bwuVyydmzZ8Vo9+/fT4yMjKg0n89n1M8bN26I0YaEhIjJe8SIEcTLy0usbEJCAjE3NyeGhobUwMI0iQoJCSGEECIQCAiXyyVXrlwRuxch4m0t0puG/JhibrChr96vSktLCZfLJYGBgYx8HzhwgBgYGFBpNvpJCCEbN24kOjo6ZN26dSQrK0uMpj4drV53Wloa4XK55Nq1a2JlAwICaLaIjX4Swk5HmexYXl4eCQ4OJvb29lQ7mZqaEjc3N/LmzRuqHBv9NDQ0pHguLCysVVaEEBIYGEiTFyHsxh02tGz0k5CqMat6W4uQlJREuFwu7UXRzc2NmJqaUmk27cxGPwlh19ZsaGvqZ1lZGYmKiiIrV64k/fv3Jzwej+jr65M1a9aQu3fvik1Om8sWlZeXEx0dHcbnIISQzZs3k2HDhlFptu9FbOifPXtGbG1tyeDBg8nJkydJRUUFrbzIvnyJsXbYsGHk0KFDVPr169eEy+WS4OBgsXvu3LmTDBkyhErXbOucnBxy4sQJMnXqVKptLC0tibu7O3n37h3tXiYmJuTo0aNideTk5JBJkyaRfv36UeMu0/vcyJEjiZubmxj9w4cPiYGBAbG0tCRJSUmM9GxsWUN1s/qvNnnp6+uTP/74g7HeZcuWiS2MDBgwgFFmr1+/Jjwej2br161bR5uosx1rG4JWcyaqe/fuiI6Opp29qA13795F9+7daXmjR4+Gubk5Dh8+jBUrVmDAgAFwcXGhtsTV5V++S5cuVDRkANTWuup700VITU2lHXKrrKxk3KoiKyuLgwcPYv369diyZQuys7Px/fff1/tsANCnTx+sXLkSK1euxD///IPw8HBcuXIFrq6u2Lx5M2JiYgAAKioq0NbWps4m1YUjR47g8OHDVJoN7bBhw3DhwgXMnj0bsrKy0NbWxpUrV6jPwdVx48YN9OzZk5anoKBAne+pD0lJSVBQUKDS8+fPx4QJE7B7927Y2tpiwoQJWLFiBbWVo652bteuHbVnvzqKi4vB4XBo+7b79u2L4OBgWrmabS0686GkpCR2T0VFRdr9Pn/+jG+++YZKd+7cGQDE9r8DVVs6CwoKqHS3bt3w4cMHKv3u3TsAVXvOzczMaLQJCQno2rUrLS8vL0/sfB4A9O7dG8HBwXB0dMTs2bNx4MABsTLa2tq4e/cupkyZgo4dO6Jz5874+PGjWDkASElJobWVvLw8eDxeg84vRkZG0s53NQe9COT/bzlRV1dnvN6tWzcUFRVRaTb6CQC///47pk2bhj///BOWlpZYsGABHBwcqC0QdemogoIC8vLyqLTof/U8EfLz8yk9AtjpJ8BOR5mgqKiIqVOnYurUqUhLS0N4eDguXbqEQ4cO4fDhw9R2Ejb6OXjwYFy+fBlz5syhDqw/ePAAI0eOFCt7//59sbMwqqqqePnyZYPGndjYWJrtZ0NbHY3VT6BqfMnNzRUrm5OTAw6HQ9u29N133yE7O5tKs2lnNvopKtfUtmZDWxPt2rWDqakpTE1NUVRUhGvXriE8PBzh4eE4f/48lJWVcefOHap8c9mikpISyvEGE2qOO2x1jA19v379cOrUKZw9exZubm4ICAiAi4sL4/m8mmA71n769InW1qL/TA4VevbsSTufWxNdunTBjBkzMGPGDCQnJ1N2yMPDA56entDR0cHp06cBVDnBqN43qt/jxIkTWLp0KX7++Wds3LgRHTp0ECuXlZXFyOOgQYMQGBiIefPmwc7ODj4+PmJl2Niytm3bQlNTEyYmJrXKQYSYmBg8f/6c8ZpAIEBhYWGtW+YGDx6MW7du0fIqKioYt0m2bdsWhBB8/vyZyvvxxx9x8eJFKs12rG0IWs0kau7cuXB1dUVZWRmmT58OHR0dmsAKCgoQGxuLwMBA3LhxA5s2bRK7R4cOHbBs2TJMmjQJO3bswMSJEzFx4kSsWLGizrqNjY0REBAAPT09KCsrY8eOHVBQUMBff/2FgQMHUgbv8ePHCAwMpCmqpqYmnjx5gunTp4vdt02bNti2bRs6d+4MLy8vsclEQzBw4EAMHDgQrq6u+Pvvv2kKyOfzERMTw9jpa6LmoUg2tCtWrICtrS1mzZqFpUuXYvXq1VixYgWcnJwwevRoqKioICMjA2fPnsXjx4+xc+dOGv3YsWPh5+cHNTU12NraQk5OTqzO4uJinDp1CsePH8esWbNo11RUVLB9+3ZMnz4dW7ZsgaWlJZycnDBnzpw6n2PQoEE4efIkrK2tKUNXUlKC/fv3Q05OjjawZWdni3XYbt26ITU1lUp37NgRrq6utH3SIqSkpND26CsrK9MOXLZv3546V1AT2dnZtH36ZmZmCAgIgIaGBpSVlbF//36oqqriyZMnuHnzJoYNG4bKykpERkYiODgYY8eOpd1PQ0MDr1+/ZpSJiooKTp48CScnJyxatAjDhg2jXV+wYAEWLFgAf39/zJo1C4sWLcL+/fuhrq6OUaNGgcPhoLy8HOfOncPJkycxdepUilZXVxcZGRmMg0BN/Pvvv2J5bOnDwsIQGxsLoCrQX22Tv9TUVJq82eonULUv39/fH5cvX8auXbsQGhqKVatW4aeffqrzOX788UcEBwfDzMwMysrKcHd3h6ysLK5du4YRI0ZQ+pKcnIyAgACakxw2+gmw09H6oK6uTunSmzdvaHaMjX4uX74ckydPxs8//wxnZ2ds3LgRixcvRkVFBc0WnT59GlevXsWaNWto9NOmTcOePXsgKysLOzs7Ri+THz58QGBgIE6dOkUbS9jQAk3XT6DqHMPx48dhZGSEAQMGAAAyMjKwfft2dO7cmXYuJC0trdlsERv9BNi1NRvauiAvL49x48Zh3LhxyM3NRUREBE0/Afa2KC4ujlrU6NixY60v/Z8+faI5Z2CrY2zpgSpHW6NGjYKnpyeWLl0KAwMDrF27ltEuisB2rO3cuTNycnKodPv27aGjo8P4vlJTZnXhu+++w+LFi7F48WLEx8cjLCwMERER1PUePXogJiaGcdIpJycHb29vrF69Ghs2bGB0ctC1a1fagmd19O7dG0FBQXBwcMDMmTNhZWVFu87GlvXt2xccDgfr1q2rVwZeXl5ik6iSkhIIBAJUVlZCXl6e0REIUHXmvLqvAqDqXTIkJAS2tra0djh27BhkZGTwww8/UHl5eXk0ByvNMdbWh1YziZo8eTIqKiqwb98+XL9+HUBVx5GRkYFQKERZWRkIIVBUVISrq2udKysaGhrYv38/Hj58iK1bt8LS0hITJkyodQV4+fLluHfvHpycnABUrRRv2rQJ3bp1w6RJk6CmpobKykpkZGRAVlaWZmiGDRuGY8eOIS8vT2zVTQQXFxcoKytj9+7dTYq4DNBXzkTQ09NDVFQUUlNT6/U2pKGhQXNywYZWVVUVQUFBcHV1haOjIzgcDggh+Ouvv3D79m0AVaurSkpK2LJlC3WgVoTly5cjLS0NW7duxc6dO9GrVy+oqqpShwmzsrLw9u1blJWVwcrKCsuXL2fki8/nIzQ0FOfOncOePXsQHBwMe3v7WmW8atUq2NnZUR4aZWVlER8fj7y8PLi6utImi1FRUWJuX/X09CgPjkCVflZ3blIdf/31F3R1dam0trY2zXB17Nix1hXTp0+f0jwLLlmyBI8fP8Yff/wBoGrQ37t3L7p06YJZs2ZRfaOiogIqKir4+eefafczMDBAZGQkXFxcGL0gderUCb6+vli+fDmioqJo8hs6dCj++OMPbN26FUeOHIGenh7at28PZ2dntGvXDp07d8anT59QXl6OQYMGUYdigar2OXr0KPLz8+t94SYMXnnY0v/999/4+++/qfSlS5cY2+vWrVu0Qb259BMArK2tYWZmBh8fH6xfvx4nTpzAzJkza9VRZ2dn2NraYsyYMdRzLV++HN27d4eFhQV0dXVRWVmJ2NhYVFRU0JxYsNFPgJ2ONgZ9+/alHPMA7PTz+++/x/Hjx+Hi4oLRo0dTg3hQUBCCgoKocu3atcPixYsxe/Zs2r0dHR1RUFAAX19fHD9+HJ06dYKKigrV1tnZ2RAIBGjbti3mzp1LO8jNhhZoun4CwK+//oonT55gxowZUFVVhaysLDWBdnNzo8nxypUrNO9lbNqZjX4C7NqaDW1DUf2rRXWwtUW+vr7w9fWl0rdv38bEiRPFaJ8+fUqb6LDVMbb0InTs2BGrV6/GlClTsG3bNowfPx5mZmZfbKzlcrl4+fIlle7UqRPOnDnDWNfLly+btECtpaUFLS0tmtMrY2NjnDlzBuvWrWN8oZeRkYGbmxs6d+6MoKAgsefX19dHZGQkVq1axVinuro6goKCMH/+fJw+fbrZbBmfz8fp06frDbMjQk393LBhAzZs2EBde/bsGeOC35s3b8S+mDs7O2PmzJmwsLCAiYkJZGVl8ezZMyQmJsLJyYk28b179y7NYUlzjrW1odV45xOhtLQU9+/fR3x8PLKysih/8aqqqtDS0oKhoSHjZ9TaUFlZieDgYLi7u+PTp0/w9PRk9B5WXFyMmzdvorCwEAMGDKBWbx8/fozQ0FBqO569vT1tW156ejpu3LgBQ0PDel8qrl27htevX9MGFg8PD1haWjarJ76vicTERERHR+PDhw8oKiqi2kpHRweDBw+us0PHxMQgMjISr169EmtrHo8HKysrWkykulBYWIiDBw/C398fZWVltbbzx48fcfjwYTx9+hRCoRDff/897OzsxFYuk5OT8c0339Amxvn5+RAIBPj222/r5EXk4tTQ0JCafMbGxiIpKYnmOak2WmdnZ4wbN442yBJC8OLFCwgEAujo6FADeXJyMs6ePYucnBx8//33mDBhgthk/sWLF/Dx8YGDg0OdLkIrKyuxbds2vHr1CidOnKBdS0lJQVBQEKKjo5GUlISioiJ06NABampq0NHRgZWVFSwtLWk0WVlZePfuHXR1dRvl7rq56BuCT58+ISAgAD/++KPYVojm1E+g6ovCzp07ERkZCQ6HAw8PD0YdzcjIwIULF1BYWAgDAwOKr0uXLiEoKAjZ2dno2bMnHB0daYsbbPQTYKej586dw6BBg8S2WTcEzaGflZWV+Pvvv3H//n1GW2RmZlZnnKCMjAxcv3691rYeOXKk2DbZ5qCtD3Xp5+fPnxEUFESzZZMnTxabcIm224he2NjaoqbqJ8CurdnQrl27FtOmTWtSPCSAnS16+PChWJ6MjAxtYgv8n7wtLCzEJnFsday5dfT27dvYvXs30tLSsHv3bsYtfmzG2jt37iAhIaHe3SW5ubmws7PDlClTMG/ePADAzJkzsXjxYhgZGTX4eUR4+/YtTp06BRsbmzpjggJVnmpfv35NcxUeHR2N3bt3Y+3atXWGqykuLsaqVavw6tUrREVF0a41xZbFxMTg9u3bmD59er3x2VJTU5GSkkJ5tPbw8BAro6CgIPbVJzc3F2ZmZhg7dqzYTrCYmBgcOHCA1tbTp0/HtGnTaOXu378PdXV1sS+izT3WVkerm0R9KZSVlaGkpARycnJfPLCtFJJDVlYWcnJy0L179yYFmpRCii+Nly9fIi0tDf3792fcQiWFFFJIIYUUUrBHq51ElZaWIjMzE6WlpdSKd2O+QAFVq/eiGW1jP+2zoW2JYCPv5mgrKRoOqbwbD6nMvi5aq7ybOm6wlVdrlbcUjYekdLS1vVM1B6QyY49W9cnk8+fP8PPzw+XLl/H+/Xvavk0OhwNNTU1YW1tj9uzZjPuSKyoqcOHCBVy+fBnx8fG0g4nKysrg8XhUhPOaX6PY0DYUFy5cwJkzZ6gI1Y0FU6RpoVCIiIgIJCYmQklJCRYWFozeYZ49e4aQkBAaLRt5s22rhuKff/7B/fv36w1g2ty0tUX1ZiNvAHjw4AGlY5mZmZSBVFNTo3SMyTNOS5D3mzdvEBcXh/Hjx9PyP378SEVvr3kOR4Tk5GQ8fvxYjBb4b8uMjbyA2mXW1LrZ6ifwvyvv2vo0ADx69IiSmYmJCeNX7NevX+PatWu0utmMG2zl9V+Xd120bGxCU/WTLW1zPHdTaZuqn4DkdPRrvFOJnjs+Pr5JNrQ2+8tG3kCVJ7krV64w6pmWlhYsLS0ZnXx8DZmlpaUhJSUFgwYN+qq0QO36/SX7Zav5EpWSkoJZs2YhIyMDhoaGjJG1Y2JicP/+fXTt2hX+/v60/fefPn3CvHnzEBcXh549e9ZK//79e2hra+Po0aOU6182tI1BzUjRbOkFAgHs7Oxo3oDatWsHR0dHLF++nLZyUTM6Nht5s22rryWz5qZlI++SkhI4Ozvj1q1bkJOTg5aWlpjM4uPjUVxcjOHDh2Pfvn3U4duWKu/Kykps2LCBdiC4R48e2LhxI4yNjWm0TNHfW4LMmrtPs6Flo5/A/768mWiFQiEWLlyI6Oho6gVRQUEBv/76q5jzopoyYzNusJVXS5U3G5vARj/Z0DbHczeVlo1+ApLT0a/1TvVfk3dFRQW2bduGoKAgVFRUoFu3bmLPnZ6ejrZt22LatGlYv3495R68JbyHNvd491X6ZaMjS7VQLF68mIwYMYIkJibWWS4xMZGMGDGCLF68mJbv4uJCDAwMyL179+qkv3fvHjEwMCAuLi7NQvvx48cG/7Zv3y4WnK0xqBlpeseOHURXV5ecO3eOCAQC8u7dO7Ju3TrC5XLJwoULadHCawZ2YyNvtm3VGNR8ZknSspH3li1bqMCHQqGQsU6hUEhCQ0MJn88nW7dupfJbqryDgoIIl8sla9euJVFRUSQkJISMHj2aaGlpER8fHxotU+DCliAzNvJiS9+c9oCQ/315M9F6e3sTLS0t4uHhQV6/fk3u3LlD5syZQ3g8Hvn9999pQVdryozNuMFWXi1V3mxsAhv9ZEPbWDSnzNjoJyGS01E29TYW/yV5u7u7Ey0tLbJ3716SkZHBWGdGRgbZu3cv0dLSIu7u7lT+15KZpN6pmOi/Rr9sNdv57t+/j59//pkxpkl19OrVC7Nnz4a7uzst/+bNm5g3b169HlmMjIzg4OCAY8eONQttXW4+a4L8/6CK1VHd3WNjcfPmTdjZ2VGfojt27IitW7fC0NAQv/32G+bMmYNDhw4xbuVgI2+2bcXkkaw2CASCZqNlI2uAnbwvX76MefPm1emaX0ZGBpMnT0ZKSgrlZhWQrLwbE5eheowiAAgNDYWlpSX+/PNPKm/ChAnYtGkTdu/ejfT0dPz222+13k9SMmMjL4CdzNjUzUY/gZYpb7Z9+uLFi5gwYQKWLFkCoMr9uomJCby9vbF//35kZWXBzc2N0csom3GDbZ+WlLzZ9g02NoGNfrKhBSQnMzb6CUhOR9nUC7CzoWxo2cr7zJkzsLe3rzM2qZqaGlasWAGBQIAzZ85QW9vYyGzt2rUNeVwAEIu1xoYWYKffbPtlQ9BqJlFt2rRBZWVlg8pWVlaKRUgWCoW0IF51oWPHjhAKhc1C26FDB/Tu3Rvjxo2rl/bevXtUHCUR2ESaTktLY3SNbmNjA3V1dSxevBh2dnY4cuSIWBk28mbbVmlpaejWrVuDXoDev3+PgoKCZqFlG9WbjbwFAgG6detWb71AVSyJ6sZGkvJ++PAhOnfu3CDeS0pKxO5V08WpjIwMNm/eDE1NTezZswc5OTliwZhFkJTM2MgLYCcztn2jqfoJtEx5s+3Toi1LNbFw4UL06NEDLi4ucHBwgJeXl1gZNuMG2z4tKXmz7RtsbAIb/WRDC0hOZmz0E5CcjrKpF2BnQ9nQspV3Tk5Og8PVcLlcnDp1ikqzkdm5c+fQvn37Bjn6qClrNrQAO/1m2y8bglYziTI2NsaxY8dgZGREi7ZeE69evcKxY8fEBk19fX34+/vD0tISqqqqtdJnZmbixIkTVJR3trRaWlooLCwUC+LIhKKiIrFJFJtI08rKykhLS2MsO3DgQPj7+8PR0RF2dnYYO3Ys7TobebNtq969e6NTp07w9PSs83mB/9tD2xy0bKN6s5G3lpYWTp8+jXHjxtW5p1cUnbt6jApJyltTUxPdunXD8ePH66U9ePAgbTVSXl6+VqPn6OiILl26wNXVFXl5ebCwsBArIymZsZEXwE5mbOpmo59Ay5Q32z6tqKiI3NxcxvKjR4+GoqIili5dCnt7ezGZsRk32PZpScmbbd9gYxPY6CcbWkByMmOjn4DkdJRNvQA7G8qGlq28+/Tpg8jISNja2ta5Q4kQgoiICFpsUTYy09DQQO/eveHj41Pn8wLiz8yGFmCn32z7ZUPQaiZR69atw6xZszBx4kT069cPurq6YpGLY2Nj8fz5c3Tv3l3sE+S6detgb2+PUaNGwczMDLq6ulBTU6PoMzMzERsbi6ioKHTo0IFGz4aWz+cjICAARUVF9QbhIwyRzNlEmubz+bh+/TqWLVvGWJbH4yEwMBAODg5iq89s5M22rfT09BAREYGKigq0bdu23mduLlq2Ub3ZyPvXX3/F3LlzYWVlhfHjxzPK7MWLFwgLC0Nubi4tur0k5c3n8xEVFcW4FbUmal7v27cv7t69CwcHB8byEydOhIKCAlatWoVnz56JXZeUzNjIC2AnM7Zt1VT9BFqmvNn2aR6Ph5s3b8LJyYmxvImJCfz8/ODk5IS9e/fSrrEdc9iOd5KQN9u+wcYmsNFPNrRsn5sNLRv9BCSno2zqBdjZUDa0bOW9ZMkSLF26FJMnT8bUqVNrlVlISAji4uJoExK276HR0dF1Pmttz8yGFmCn32z7ZUPQaiZRXbt2xblz5xAQEICrV68iJCSE9umwffv26Nu3L5ydnTF9+nSxz569e/fGhQsX4OXlhWvXruHixYtidXTp0gVjx47FwoULaZ8Q2dDa2dlBS0sL5eXl9T7jrFmzxLb9TZw4ESoqKhAIBPVGmh43bhxt9cHa2hobNmzAo0ePanU52aNHDwQHB2PevHl48+YNlc9G3mzb6qeffgIhBLm5uXWuuABVZ86qy5sNLRtZA+zkra+vj+DgYLi5ueHIkSMoLy+nGSRCCNq1awcjIyM4OzvTVlwkKW9TU1Okp6cjMzOz3oj2gwYNovaSA1V7pbds2YLExETailt1jBw5EkeOHMGiRYvErklKZmzkBbCTGZu62egn0DLlzbZPW1hYYP369Xj27Bn69+/PSNevXz8EBARg3rx5yMjIoPLZjBts+7Sk5M22b7CxCWz0kw0t2+dmQ8tGPwHJ6SibegF2NpQNLVt5m5ubw9vbGzt37oSrqyvjpIMQgl69euHgwYMYMWIElc9GZoMHD0ZMTAzS0tKgrq5e5zPzeDyaS3c2tAA7/WbbLxuCVuPivCYIIcjLy6MCu3Xu3LlRwcYyMjKQlZVF+ZtXVVWtt0M1B21LBRt5s22r1gaBQIA3b96I6Vjfvn0Z41HUREuRd0lJCZKTk6GiolKvK9bU1FSkpKTAwMCA8Xprkdl/Ba1F3oQQFBcXQ0ZGBjIyMnWWLSwsRF5eHr799lvG62zGDbbyainybi6bwEY/2er210Rz6icgOR1tKe9UzSnvxMRExMXFiT23lpYW+vTpUy8vLUVmzYUv1S9b7SRKCimkkEIKKaSQQgoppJCiKWhTfxEppJBCCimkkEIKKaSQQgopRJBOoqSQQgoppJBCCimkkEIKKRoB6SRKCimkkEIKKaSQQgoppJCiEZBOoqSQQgoppJBCCimkkEIKKRoB6SRKCimkkEIKKaSQQgoppJCiEWg1caLqQ0FBAY4cOYJx48bVGl+iuZGXl4eYmBgUFBSgS5cu6Nevn1i8jqdPn0JPTw/t2rFrKqZAZZ8/f8arV69QXl4OLpdbZxyUoqIi/Pvvv8jMzERJSQnk5eXRs2fPBskqOzsb8fHxFK2srCzU1NTA4/Hq9fv/vwShUNigeDO1oSk6SgjB27dvKR3T1NQUK5OZmQk1NbUm8fSlUVlZCUJIg4Ps5efno6SkBB07dvzPuRNuCSgsLMTFixcxdOhQaGhoNIq2qTb0a+todnY2zY716NGj3kDmIrr/FTsmCVvEBg0ZK+tCQ3SsPnwtW1RRUYEPHz4gMzOTcvetpqYGTU3NJgUgbqlgo2Ns7FhT0Rw69rXQHDpGCKHs4H8x3EFDUFpaikePHkFbW7vJtlA6ifr/+Pz5M3x8fNC/f3/GDssUsT4vLw9+fn64f/8+8vLy0KVLFwwdOhQzZ86kGc3z588jLS2NCu5XWVmJHTt2IDAwEOXl5VTkazk5OSxbtgxz586laO3s7KCoqAgrKyvY2Nhg4MCBjXouoVAIV1dXXLp0CTIyMpg/fz4WL16MkJAQ7NixA8XFxQCAtm3bYsqUKWIB3BITE7F3717cvn0bZWVlYvdXVVXFrFmzMGfOHLGJ3vPnz7F79248fvwYhBDU9KbP4XAwYMAA/PLLL7UGnqsPXl5ecHd3R1xcXJPoAwICcOzYMdy4cYPKy83NRWBgIN6+fQslJSVYW1szyv3evXvw9vaGv78/lRcdHY3jx4/j8+fPMDIygpOTE8rKyrB27Vpcu3YNhBCoq6vDxcUFo0aNahSvdeno7du3kZGRgcmTJ1N5/v7+8Pb2xqdPn6g8DQ0NrF69mlb38OHD0adPH9jY2GDMmDGNHnR0dXUxZMgQjB07FmZmZpCVlW0U/ZkzZ3D+/HnIysrCwcEBRkZGiI2NxZ9//omYmBhUVFSgb9++WLRoEaysrGi0QqEQwcHBiIiIwOvXr1FSUkJdU1JSgpGREWbPng0+n98onmriwoULOHPmDK2t3759Cx8fH5qe1Ax2DQDXr1/Htm3bmk3HACAnJwdhYWEoKCiAkZERFesmICAA4eHhEAgE0NXVxaJFixo1mOfl5eH333+Hp6dno/WgPhsqSR3Nzc3FoUOHcPnyZWRlZdGucTgc8Pl8zJ49G9bW1mK0X8OOAf87tkhSYyXATscAydqi5ORkeHp64vr16ygsLAQA6nkBQF5eHiNHjsTSpUvx3XffMd6jPjDpGFvahIQEBAcHo6CgAMbGxhg/fjzKy8vh5uZGs0UrV67Ejz/+2OD66rMndaEpdqysrAznz58X09ExY8agTZv/27TFRsfYjpUi3LhxAxEREYiLi6MmQvLy8tDU1ISxsTGmTJnCGF+KjY5VVFTgwoULuHz5MuLj45GTk0NdU1ZWBo/Ho8bApi7637x5E1evXsW2bdto+WzHy9qQnZ2N+fPnw9PTE2ZmZk3iudXEiZowYUKd18vKypCQkIDu3bvjm2++AYfDwdmzZ6nrWlpa2LlzJ2xsbAAAaWlpmD59OtLS0tCrVy+oq6sjOTkZSUlJ6NWrF4KDg6GgoACgKpK9sbExXFxcAAB79uyBj48PNTFSUVFBWloaTp06hXv37mHTpk1UB+XxeFBXV0d6ejoAQF1dHWPGjMGYMWPQt2/fep/78OHDcHNzg6WlJVRUVHD+/HnMnz8fBw4cwPjx42Fubo6ysjJcvHgRUVFRWLVqFRwdHQEAL1++xMyZM6GoqEh1+MePHyM2NhYrV65Ep06dcPfuXVy/fh0GBgY4dOgQNXhGR0dj/vz50NDQgK2tLfT09KCmpob27dtDKBQiMzMTz58/x7lz55CamgofHx8YGho2pkkBVE2iDhw4gPj4+EbTMtFnZ2dj4sSJyMzMhKKiIoqKilBeXo4xY8Zg8+bNNKMXFhYGFxcXivbp06eYMWMGlJSUoKSkhISEBEybNg1CoRCxsbEwNzdHcXExrly5gvT0dPj7+9MMARsdnTJlCvT09ODq6goA8PPzw/bt28Hn8zFmzBhKx86fP4/ExES4u7vD3NwcQJWOycnJobi4GG3atIG+vj5sbGxgZWUFRUXFemXI4/Go//Ly8rCwsICNjQ2MjY1pgw8TLl++DGdnZ6ipqUFRURHv37+Hl5cXli9fDhUVFQwbNgzl5eW4efMmMjIy4OHhQfGdm5uL2bNnIzExEb1794asrCwSEhJQXl6OSZMm4fPnz3j48CFycnLg5OSE5cuX1/sstaGmniQlJVEvC3369EFOTg4yMjIwaNAg7Nu3D8rKyhRtTT1ho2NAVZDQyZMnU4MYh8OBq6srCgsLcfDgQejo6KCkpASvXr1Cp06dcObMGWpAXbp0aZ3PWVxcjLt376Jfv35QVVUFh8OBu7s7APY2VFI6mpycDHt7ewgEAhgYGEBWVhbPnz9HVlYW5s+fj8rKSty7dw+xsbEYO3YsduzYQdF+LTsG/O/YIkmNlQA7HZOkLXr16hVmzpwJDocDKysr8Pl8qKqqokOHDigtLUVWVhaeP3+OK1eugBCCEydO0OxuQ8FmvGSiTUhIwOTJk1FWVgZZWVkUFhZi8eLFKC4uRnh4OIyNjVFSUoJ79+5BKBQiNDQUXC4XADsdY2PHAGDIkCHYqx0f2gAASYBJREFUuHEjLCwsAFR9NZwzZw7i4+MhJycHNTU1pKenQygUYuDAgTh69Cj1bsPWjonQ2LESqNoRtGTJEkRHR0NeXh6ysrLIzc2FjIwMTE1NkZmZiZcvX6Jt27ZYv349rW+w0bFPnz5h3rx5iIuLQ8+ePRlpY2Ji8P79e2hra+Po0aP1BrtmApOOsbGDNSdjNSEQCHDmzBmYmpqiR48e4HA4WLNmTaN4bjVfouLj4yEvLw8dHR3G60KhEAAgJyfH+Om95lxz27ZtyMnJwaFDhzB8+HAqPzw8HC4uLvD09MTatWsBVL1w2dvbU2VCQkIwadIkbN26lcrr168frKys4OTkBF9fX5ryr1y5EoMGDUJ4eDguXryIw4cPw8fHBz/88APGjh2LMWPGoFu3bozPdeHCBYwbN456Mejfvz9cXFwwadIkbNmyhSpnbW2N+fPn48yZM9QkateuXdDU1ERQUBBNUbdu3YqQkBBERkZiypQpePLkCRwcHHDkyBEsXrwYALBv3z7o6enh+PHjYquSANC7d28YGRnBwcEBs2bNgpubG0JDQwFUrUY2FEyDwaNHjxpMn5KSQksfOHAAhYWFOHnyJAYOHIiioiL4+fnh4MGDeP/+PQ4dOlTrZ19PT09wuVwEBgZCVlYWbm5u8PX1xYABA3DmzBlqdWbJkiWwsbHBsWPHaC8ubHQ0MTER48ePp9JHjhyBubk5PD09aeVmz56NmTNnwtPTkzLsAPDHH3/g22+/RXh4OCIjI7Fx40Zs2bIFQ4cOhY2NDczMzNChQ4da5bhp0ybIysoiPDwcly5dQlhYGLp06YLRo0fDxsam1tXX48ePY8CAAfD19UX79u2xb98+LF++HNra2vD19aVk9ssvv2Dy5Mnw8fGh+N6xYwdycnJw9uxZmrF3dnZGSkoKjhw5gsrKShw5cgR79+5F7969MWbMGKru1NTUWp+nJgoKCmjpffv2QV5eHgEBAdSXngsXLmDz5s2YOnUqjh49WusXIDY6BgDu7u7UC4W6ujrWrl0Ld3d3aGhoIDw8HN27dwcAxMbGYubMmfDy8qL6+vXr1yErK1vr/SsqKsDhcJCcnIysrCzaV2m2NlRSOrp9+3a0b98eV65cobbdlZWVYfXq1bhz5w5OnToFZ2dnRERE4NdffwWfz6fsNRs7BrROWyTJsZKNjknSFm3btg3dunXD8ePHa21TW1tbODs7Y/bs2di+fTv8/PwAsNMxNrRAlY6qqakhKCgISkpKWL9+Pfz8/PDDDz8gIiIC33zzDYAqWztx4kQcPnwYe/bsAcBOx9jYMaDqxbz6l8IdO3bg9evX2LBhA+zs7MDhcFBeXo4jR45g3759OHz4MDVxY2vHmjpWAoCbmxuePXsGb29vjBgxAkDVjoiVK1dCTk6O+iK4Z88ebNiwARoaGjAxMQHATsd27NiBjx8/wtfXF0ZGRrXyFx0djRUrVmDHjh3Yvn17reUaAzZ28Pjx4+BwOGI2qTo4HA5u3rxJ/W/sJAqkleDw4cNEX1+fzJ49m8THx4tdT05OJlwul1y/fp2RnsvlkrCwMEIIIZWVlYTP55M9e/Ywll2zZg0xNzen0oMGDSInT54khBAiEAgIl8sl165dY6QNDAwkurq6jPWK8O+//5I9e/YQU1NTwuVyiZaWFpkxYwYJDQ0l+fn5tLL9+/cnoaGhVDotLa3W+gMCAmh19+/fn/j7+4uVe/fuHeFyueTly5dU3tatW4mlpSWV5vP5tHrrQkhICOHz+bRn5vF4hMvlNujH4/Fo9xPlNeRXk37kyJHEzc1NjMeHDx8SAwMDYmlpSZKSkgghhFy4cIFGa2JiQnx9fan027dvCZfLJWfPnhW73/79+4mRkREtj42O6uvrk5CQEELI/+nYlStXxMoRQsjJkyeJnp4eTV7VdaysrIxERUWRlStXkv79+xMej0f09fXJmjVryN27d0llZSXtfjXpc3JyyIkTJ8jUqVMp+VpaWhJ3d3fy7t07Gm31vkEIIUlJSYTL5ZLw8HAxvo8ePUr69+9PpQ0MDIiXl5dYuRcvXhAej0fev39P5f3888/E1tZWjO+m6smIESMY605ISCDm5ubE0NCQPH/+nBAiridsdIwQQkxNTYm7uzuVjomJIVwul/j5+Yndc/PmzcTU1JRKb9y4kejo6JB169aRrKwssfJ16RhbGyopHR0wYAA5evSoWB2vX78mPB6PvHnzhspbt24dsbGxodJs7JiI79ZmiyQ1VhLCTsckaYv69+9PAgICGPmsiYCAAFrdbHSMDS0hhAwbNowcOnSISr9+/ZpwuVwSHBwsxvfOnTvJkCFDqDQbHWNjx0TPXd2e6Ovrkz/++IOx7LJly4iVlRWtbHPZscaMlYRU9Wsmm/Do0SPC4/FIamoqlefg4EBmzJhBpdnomIGBAa2d64K3tzcxMDCg0g3Vr+q/6mBjBx0dHUn//v2Jp6cnKSkpEbtHfXrSELSaL1Hz58/HhAkTsHv3btja2mLChAlYsWIFte2mMQfjCgsLUVpaWuuKQb9+/XDx4kUq/eOPPyIqKgr29vbo2LEjunXrhvj4eIwcOVKMNi4urt5Dyn369MHKlSuxcuVK/PPPPwgPD8eVK1fg6uqKzZs3IyYmhiqroKCAvLw8Ki36Xz1PhPz8fHTu3JlKt2vXjjozVR3FxcXgcDi0M1J9+/ZFcHAwrd6kpKQ6n0OEpKQkajsHACgqKkJLS6tBKwKhoaEICgqi5cnLy4PH48HBwaFe+sjISFy6dIlKZ2VlMe43HzRoEAIDAzFv3jzY2dnBx8dHrMznz5+plTcAlCyZvhKqq6uLfd1go6Pa2tq4e/cupkyZgo4dO6Jz5874+PEjY9mUlBSavGuiXbt2MDU1hampKYqKinDt2jWEh4cjPDwc58+fh7KyMu7cuVMrfZcuXTBjxgzMmDEDycnJ1Iqbh4cHPD09oaOjg9OnT9f5TExbG9q2bUv7GlBSUsL4xeObb74BIQTZ2dnU1yATExOxT/sdOnRA7969Gc8x1cS9e/dw+/ZtKp2XlwcVFRWxcr1790ZwcDAcHR0xe/ZsHDhwQKwMGx0T0Vff5y/aqterVy+xsj/88ANCQkKo9O+//45p06bhzz//hKWlJRYsWAAHBwdKrnXpGFsbKikdraioqFWfCCH4/Pkzlffjjz/SbDcbOwa0TltUHV97rGSjY5K0RbKyssjPz2esvyY+ffpE2xnCRsfY0Ip4qW4HRf+Z9LZnz560M0NsdIyNHasJgUCAwsLCWrfhDh48GLdu3aLSzWnHGjNWAlU7Ipj6cNeuXUEIwcePH6Gurg4AGDlyJHbv3k2VYaNjQqGwwY5cOnbsSH1FBKr6iqamJvVFrC7ExMTg+fPntDw2dtDHxwe3bt3Ctm3bcOrUKaxcuZLaZgw0Tk9qQ6uZRAFVHXz79u2YPn06tmzZAktLSzg5OWHOnDkNok9LS8OrV68AVBkf0cG8mhAIBJCTk6PSS5YswfTp07Ft2zYsW7YMv/76K9auXQt5eXn89NNPUFZWRkZGBk6fPo0zZ85g4cKFDX6mgQMHYuDAgXB1dcXff/9NG5CAqkEpODgYZmZmUFZWhru7O2RlZXHt2jWMGDGCMnrJyckICAigfVofNGgQTp48CWtra0qJS0pKsH//fsjJyVF7m4Gqz+PVjcXYsWPh5+cHNTU12Nra0uQhQnFxMU6dOoXjx49j1qxZVL6enh7evn3boD3fTBNOXV1dZGRkMA68NfHvv//S0l27dsWHDx8Yy/bu3RtBQUFwcHDAzJkzxQ4WKysr0w6tt2/fnjqLVhPZ2dmMZzmaqqMLFizAggUL4O/vj1mzZmHRokXYv38/1NXVMWrUKGp7wrlz53Dy5ElMnTq1zvuJIC8vj3HjxmHcuHHIzc1FRESEmI7Vhe+++w6LFy/G4sWLER8fj7CwMERERFDX+/bti4iICEydOhXt2rXD2bNnweFwcP36dYwePZoqV1FRgbCwMPTs2ZPK4/F4CA8Ph52dHc2j0NmzZ9G2bVt8//33VF5RUZHYdiwtLS0UFhZi9uzZ9T5HUVERbRKloaGB169fM5ZVUVHByZMn4eTkhEWLFmHYsGG062x0DKhaZKg+GLZt2xadO3dm7GNFRUVi+TweD/7+/rh8+TJ27dqF0NBQrFq1Cj/99FPtAqj2bE21oZLSUT6fj5CQENja2tJedI8dOwYZGRn88MMPVF5eXh7tZYGNHQNapy0CJDdWstExSdqikSNH4ujRo+ByuXUecL9x4wZ8fX1pDlDY6BgbWqBqcl7dwUD79u2ho6NDm8CL8OnTJ7GJJhsdY2PHgKp3GYFAgMrKSsjLyzM6zgKqtv7KyMhQ6S9lx+obK4GqieiNGzdgZ2dHy79x4wY4HA61lRuo0tPqYKNj+vr68Pf3h6WlZZ2L/JmZmThx4gQGDBhA5fXt2xccDgfr1q2rWwCoOhNVcxLFdrwcMWIETExMcPz4cfz+++/w9/fHunXrGuXkpC60qkmUCHw+H6GhoTh37hz27NmD4OBg2Nvb1zsr3bt3L/bu3Qugat/3w4cPGVex4+LiaJ5R+Hw+PD09sW7dOgQFBaFXr16Qk5PD7t27aSsFhBCMHz+eOlfUGFRfma0OZ2dn2NraUvuvCSFYvnw5unfvDgsLC+jq6qKyshKxsbGoqKigHdhctWoV7Ozs8NNPP0FHRweysrKIj49HXl4eXF1daSsVUVFR6NevH5Vevnw50tLSsHXrVuzcuRO9evWCqqoqdSA7KysLb9++RVlZGaysrGgHbfl8Pu7cuYPs7GzGQb86FBQUqJWX6vRHjx5Ffn5+vYfOSQ1vW/r6+oiMjMSqVasYy6urqyMoKAjz58/H6dOnaTqjra1NMwAdO3Zk/BIBVB38rsvjUGN1dOjQofjjjz+wdetWHDlyBHp6emjfvj2cnZ3Rrl07dO7cGZ8+fUJ5eTkGDRoEZ2fnOuXChOqrZk2BlpYWtLS0sHr1aipv0aJFmDdvHszNzaGgoICEhARYWVlBU1MTkyZNgqmpKSoqKnDt2jUkJibS+svixYuxcOFC2NjYwMLCArKysnjy5Anu3LkDW1tb2j7pf/75R8wRC5/PR0BAAIqKiup1cV1TTwwMDBAZGQkXFxdGT0SdOnWCr68vli9fjqioKFq7sdExoGrgEL2gAlWTqvv37zPe682bN7SBtTqsra1hZmYGHx8frF+/HidOnKAOHteHpthQSemos7MzZs6cCQsLC5iYmEBWVhbPnj1DYmIinJycaC98d+/ehZaWFpVmY8dEcmpttgiQ3FjJRsckaYtWr16Nf//9F0uWLIGamhp0dHTE9Ozly5fIzMxEv379aDaUjY6xoQUALpeLly9fUmmRIxsmvHz5kjbxrI6mvpMBTbdjGzZswIYNG6hne/bsGeME7M2bN7R3jK9hx5jGSgBwcHDAmjVr4ODgAGtra3To0AFPnjzB6dOnYWZmRvtK9fz5c1q/ZqNj69atg729PUaNGgUzMzPo6uqKOdiJjY1FVFQUOnToQJ1xBKra9vTp04xeO5lQU8fYjpcAICMjA0dHR4wbNw5ubm6wt7eHlZUVpk2bVi8/9aHVeOerDSKPVv7+/igrKxM7BCjCuXPnxPLk5OTEZr65ubmws7PD6NGjxQZUgUCAsLAw3L9/Hx8+fEBRURFkZWWhqqoKHR0dWFlZiR2y9PDwgKWlZYM88dWGjIwMXLhwAYWFhTAwMKA+q166dAlBQUHIzs5Gz5494ejoKOY28uPHjzh8+DCePn0KoVCI77//HnZ2dmKr68nJyfjmm29o2wGBqs+zkZGRePXqFbKysqi4AqqqquDxeJSXmOooKirCp0+foKamRlsBaiiysrLw7t076OrqNij+S3VER0dj9+7dWLt2bZ3u5IuLi7Fq1Sq8evUKUVFRAKoO8iclJdFWLZmQm5sLZ2dnjBs3DhMnTqyXp4bqKFC1fSAoKAjR0dFISkpCUVERFQNCpGOWlpY0mrVr12LatGm0SXBjMHPmTCxevLjOA6d14ebNmwgMDKS8py1atAgyMjLYtGkTzpw5g/LycigoKMDBwUFs5fn69evYs2cP3r17B6BqUj116lT8/PPPNN05f/48evbsSXNB/e7dOzx79ox6aaoLAoEA+fn51Avfixcv4OPjAwcHhzrdWldWVmLbtm149eoVTpw4AYCdjgFVB/JfvXqFX3/9tU6ec3NzYWZmBnt7+3rLpqamYufOnYiMjASHw6F5HqsPjdFPQDI6GhMTgwMHDtDs2PTp08UG0fv370NdXV3MKUhT7BjQOm2RpMbK6miKjgGSs0VA1cvj5cuXcfXqVSoeWfUYPjweD6NGjYKVlRVtiyEbHWNDCwB37txBQkJCvV+ORG09ZcoUzJs3r86yjbUn1dFQO+bh4SGWp6CgIPYlWWRDx44di02bNtGuNUXH2I6VQJWzBA8PD2obMofDgbW1NTZt2kT70uft7Q0ul0tbWG+qjgFV75FeXl64du0a7eujCF26dIGlpSUWLlxIm8zFxMTg9u3bmD59er2xmFJTU5GSkkKF7ADYj5dMiImJocIWEEIaNd7VRKufRImQlZWFnJwcdO/eXRqkU4r/JFqjjpaVlSEvLw/Kysp1uoDNz8+HUCiEiopKiw3891/Ay5cvkZaWhv79+9f7FbgmWqN+tla0xraW2qKvCzY6Fhsbi/T0dMrF+f8ahEIhEhISIBQKoamp2SR34myQkZEhtpjUtWvXr8pDc+Dq1atIS0uDmZlZk2OvSSdRLRDkfyBStBRSSCGFFFJIIYUUUrRUtLozUQ8ePKAiLmdmZlKTEdGnTGtr6yYHSxTh9evXiI+Pp8USAKq2xokiLuvq6jLSJicn4/HjxzTarxEpGqjaq33//n2xQHaPHj1CYmIilJSUYGJiwrgq9Pr1a1y7dq3eIHhfs94v3dbN3c5fi+83b94gLi6u2flOSkrClStXGPnW0tKCpaVlrbGTGoK0tDSkpKRg0KBBtHyhUIiUlBQqsCgTcnNzkZiYKEbbUHyJtv7S8gK+jMy+hg39EjrKhm+2fePly5coKCiAnp4eZcdev36NiIgIfP78Gbq6urCxsWnS9mXRvVqiLfpSfNfVt0RbllqqLfqv9Y2GQmpD/xt8f/r0CQKBAN27d6cW4XNycnDjxg18/vwZOjo6rNpaIBCgoKCA5kFWhPrORZWUlCA3N5eRVlLvF/Wh1XyJKikpgbOzM27dugU5OTloaWmJRVyOj49HcXExhg8fjn379tEcJzQGNaMuV1ZWYsOGDbQDlz169MDGjRthbGxMo60ZcflrRYpm4lsoFGLhwoWIjo6mDvspKCjg119/pQU4ZOJbkvV+rbZuznZuyXxXVFRg27ZtCAoKQkVFBbp16ybGd3p6Otq2bYtp06Zh/fr1DYrOXh/forzDhw9TgRMHDx6M3377DX369KmXbzZ1s5HZ15IXE9+ivKbIrKXaUDZ8s+0bxcXFcHJyooKaKigowNPTEwKBAIsXL0abNm0oL1o6Ojo4ceIEowfArykvtjKTJN9SW1SFr9E3JMl3S7WhkuS7vLwcv/32G8LCwkAIQY8ePeDp6YnCwkLMnTsXRUVFAKrOWI0YMQIeHh40T5Ns5BUWFob9+/cjNTUV8vLysLKygrOzs9iW8f9an24QmhxhqoVhy5YtRE9Pj4SGhhKhUMhYRigUktDQUMLn88nWrVubXNfBgwdpAb+CgoIIl8sla9euJVFRUSQkJISMHj2aaGlpER8fHxptzWBhLi4uxMDAgNy7d6/OOu/du0cMDAyIi4tLs/Ht7e1NtLS0iIeHB3n9+jW5c+cOmTNnDuHxeOT333+nBbRkCgoqqXq/Vls3Zzu3ZL7d3d2JlpYW2bt3L8nIyGCsMyMjg+zdu5doaWnRAsWy4fvy5cuEy+WS2bNnkxMnThA3NzdibGxM+Hw+uXTpUr18s6mbjcy+lryY+GYjs5ZqQ9nw3Rx9Q09Pj/j6+pLIyEhibW1NrK2tyaRJk0hERAQRCoWksLCQ+Pn5ER6PRw4cOCBxebGVmST5ltqir9c3JMl3S7WhkuTb39+f8Hg8snnzZnL06FFiYmJCbG1tiZ2dHfHx8SFJSUnk33//JVu3biVcLpcWrJtNvffu3SNcLpdYW1uT7du3k5UrVxI+n08MDQ3Jo0ePaLT/pT7dULSa7XyXL1/GvHnzxL5kVIeMjAwmT56MlJQUnDlzhubXvqbXlrqQmppKS4eGhsLS0hJ//vknlTdhwgRs2rQJu3fvRnp6On777TfGe928eRPz5s2r15uLkZERHBwccOzYMVp+YzyOCAQCWvrixYuYMGEClixZAqDK37+JiQm8vb2xf/9+ZGVlwc3NjfHzrKTqBdi1taTauSXzfebMGdjb22PFihW1llFTU8OKFSsgEAhw5swZavtldVeo9aFmXCY/Pz8YGhrCz8+PynNwcMCqVavwyy+/IDMzs06vUZKSGRt5AZKTWUu1oWz4Zts3IiIiMGXKFEqmHTt2hKOjI5ycnKg4LDIyMpg9ezaePHmCq1evYtmyZQCktqgpfEttURW+Rt+QJN8t1YZKku/Tp09j/PjxlEy/++47LFu2DPb29nB0dKTKrVu3Dm/fvkVYWBj1HEzeDGuD6Ku7CF5eXtDR0UFQUBD1zvbhwwcsX74c8+bNw86dOzFq1Kha7yepPt1QtJpJlEAgYIz0zAR1dXWxF/uHDx+ic+fODbqH6BOvCO/fvxdzpSsjI4PNmzdDU1MTe/bsQU5ODnbu3Cl2LzaRooGqfZ7dunWjxT6pDe/fv6dFrk9JSWE0kgsXLkSPHj3g4uICBwcHeHl5iZWRVL0Au7aWVDu3ZL5zcnIa7IKfy+Xi1KlTVPrcuXNo3749OnToUC9tTd1OTEwUi8GhqKgIHx8fbNq0CTt27EBGRgZcXFwY7ycpmbGRFyA5mbVUG8qGb7Z94+PHj7Sg5KJ2Z3LVPnDgQNy6dYtKS21R4/mW2qIqfI2+IUm+W6oNlSTfSUlJsLe3p9J6enoAwHj+aciQIdi/fz+V9vDwAIfDEYvhVBuqOzx78+YNlixZQlv01tTURHBwMFasWIGVK1dScaiYIKk+3VC0mkmUlpYWTp8+jXHjxtW5p1cUfV5bW5uWr6mpiW7duuH48eP11nXw4EG4u7tTaXl5eTHjI4KjoyO6dOkCV1dX5OXlwcLCgnadTaRooCowZ6dOneDp6Vkv36I9oSIoKioiNzeXsezo0aOhqKiIpUuXwt7eHmPHjv1P1Auwa2tJtXNL5rtPnz6IjIyEra1tnd4iCSGIiIigBQDU0NBA79694ePj02i+27VrJxaVHagy4Bs3boSysjI8PDyQm5uLwYMHi5WTlMzYyAuQnMxaqg1lwzfbviErK4vS0lIqLXIcwXTuqW3btrS9/FJb1Hi+pbaIji/ZNyTJd0u1oZLmu7y8nEqLJhZMDrvk5ORoEyYVFRVoa2tjz5499dZ75MgRHD58mEpXVlYynq2SlZXFwYMHsX79emzZsgXZ2dn4/vvvxcpJqk83FK1mEvXrr79i7ty5sLKywvjx46GrqysWrfnFixcICwtDbm4ufH19afR8Ph9RUVEghNTrVrzm9b59++Lu3btwcHBgLD9x4kQoKChg1apVePbsGe0am0jRQNVqQ0REBCoqKhp9SJDH4+HmzZtwcnJivG5iYgI/Pz84OTlR0eklXS/Arq0l1c4tme8lS5Zg6dKlmDx5MqZOncrId2xsLEJCQhAXF0czVHw+H9HR0XXyWxvfvXr1woMHDzBz5kzG8kuXLoWSkhK2bt2KO3fuiF2XlMzYyEvEtyRk1lJtKBu+2faN7777Du/fv6fSioqKCA8PR/fu3cXKvn//HmpqalRaaosaz7fUFonjS/UNSfLdUm2oJPlWV1dHSkoKlf7mm2/g7e3NuFsoKSmJ5vSBz+cjJiYG33zzTb311pyMa2pq4smTJ5g+fbpY2TZt2mDbtm3o3LkzvLy80LNnT7EykurTDUaTTmC1UMTFxRFHR0eio6NDuFwu4fF41I/L5RIdHR3i6OhIXr58KUZ76dIlMmPGDJKenl5vPY8ePaIdbjt58iTh8XgkISGhTrqHDx+SAQMGiB1uS09PJxs3biTGxsaEy+WK/YyMjMjGjRtJWlqa2D3v3LlD1qxZQzIzM+vl+9WrV+Ts2bNU+vTp04TL5ZKnT5/WSZeQkECGDx9O41tS9YrQ1LaWZDu3ZL5v3bpFRo8eLcZzdd6tra3JzZs3aXSBgYHE1NSUpKam1st3VFQUWbNmDZX28fEhurq69dJeunSJ6OjoiPEtSZk1VV6ESFZmLdWGNpVvtvW6ubkRR0fHep+3tLSUmJiYkPXr11N5ku7TUltUO/6XbFFL7dMt1YZKim9XV1dia2tbL11FRQWxsLAgq1atovIOHjxIuFwu+fjxY73058+fJzNmzKDSBw4cIP379yefPn2qk87Hx4eSSU1Iok83FK3GxXl1CAQCvHnzRizict++fb9I9PWSkhIkJydDRUWlXvfjqampSElJgYGBAeP1rxkpmhCC4uJiyMjI1Bu/pLCwEHl5efj222//U/V+zbZuznZuqXwnJiYiLi5OjG8tLS0x969skZeXh2fPnuGHH36oV+9iYmKQmJiICRMmNEvdzSWzrykvoPlk1lJtaGP5bs6+URcEAgHi4uKgqanZLPZcaouktogJzdk3/it8t1Qb+rX5Bqq21tXn/js/Px9RUVHQ1dXFDz/8wLrO9PR03LhxA4aGhmLbE2vi2rVreP36da3xRiUhs/rQKidRUkghhRRSSCGFFFJIIYUUTUXTonj9jyE/Px+zZs1CXFzcV6dnQ5ubmwtzc3M8ffq00bRs6VsiLSC5tmqpOsaWb4FAgLVr1yIxMbHF0AKSkxlbviUls9ao363xmSVZt9QWtSx5S23o16OVZN1FRUXw8PCgnbf6GrSAZOUtgnQSBaCsrAwPHz5Efn7+V6dnQ1tZWYmPHz+KuQ79GvQtkRaQXFu1VB1jy3dJSQnOnz+PzMzMFkMLSE5mbPmWlMxao363xmeWZN1SW9Sy5C21oV+PVpJ1FxUVwdPTE8nJyV+VFpCsvEWQTqKkkEKKLwo2O4YlRStJsOW7NcpMCikaAqktah1oqTa0NfLdUp9ZBOkkSgoppJBCCimkkEIKKaSQohGQTqJQ5dd+woQJtBgdX4ueDa28vDyWLl2K7777rtG0bOlbIi0gubZqqTrGlm8ZGRkMGjQIioqKLYYWkJzM2PItKZm1Rv1ujc8sybqltqhlyVtqQ78erSTrbtOmDTQ0NOoM1vwlaAHJylsEqXc+KaSQQgoppJBCCimkkEKKRqCdpBmQJAghuHnzJp48eYKCggIoKSnB2NgYgwcP/uL0DaW9ePEijIyMoKys3KRnZEPPtu6ysjI8ffoUsrKy4PP5VH50dDQeP36MiooKaGtrw8zMDG3btm022up4//494uLikJmZiZKSEsjLy6Nnz57Q19evN/aFpGiBqvgS1ellZWWhpqYGLS0t9OvX7z9JK4UULRHv37/H58+f0adPH8jJyX01Wrb0ubm52Lp1KxwcHKCjo/PVaEtLS1FQUABFRUW0b9++RdC+fv2aGmu7dOkCQ0PDBu9m+Bq0T58+hZ6eHtq1a/wrGRtaET5+/AhZWVnaWP/+/Xs8e/YM5eXl0NbWhra29hehZ1t3UVER/v33X7Gxtr6YRM1Bz4Y2Ozsb8fHxYmMtj8eDqqrqF6VnW7cU/4dW8yVqx44d/6+9M49q4nr//zuggJS6IEHxY2u1LUS2WkHcl4KiUnGh7goorvXjgmhFbfl09bjjvlfRqhURF0ArWtFaq6IVrRRF26qICmVRRBHCYu73D37kZ0zUxIncjPO8zvH0ZLived5PCgw3M3MHubm5WLx4MYDKg8jYsWNx6dIlMMZgYWGBsrIyyGQydOnSBcuWLdP4RS3EF+IqFArUqFEDbdq0gb+/P7p16wZra2u9+xbiC3Fzc3MRGBiIzMxMAECbNm2wbt06zJo1CwcOHFCPk8lkUCgU2Lx5s/q0qhC3ijNnzmDevHm4cuWKxvaqb3dLS0sEBARg2rRpWpMaXi4AHD58GPPnz0dWVpbOmx5lMhkcHBwQHh6O7t27m4RrCGvWrMGKFSteaunaV+GePXsWK1euxPXr11GvXj307NkTISEhWpcXxMfHIzw8HOnp6UZxheauDl+XK7RnXu/3nj17EBUVhYcPH6Jt27b4/PPPUVpaivHjxyMtLQ1A5c/mlClTMHLkSI39CXGN4T+LO3fuwMfHB6tXr4a3t7fenj7ub7/9BoVCATs7O/W2lJQULF68GBcvXoRKpYK5uTlatWqF8PBwKBQK7i4AbNy4EdnZ2fjiiy8AVK7ANX36dCQlJWn8XjMzM8PQoUPV43i6QOWxtk6dOujRowf8/f3h6emp9f/kWQhxHz58iE8//RQpKSkAgICAAMyZMweRkZH4/vvvoVKpAFT+/u/UqRNWrFih8XeREF9o7WvXrmHJkiX49ddfUV5ertWbXC5HUFAQRowYoXOCKcQX4l68eBGLFi1CSkoKGGNax1uZTAYPDw9Mnz4dLVq00Nq3EF9obX3Yvn07Nm3ahKSkJKO5169fx4YNGzR+9/fp00fLP3LkCObOnavhC3H1QTJnoo4cOaLxxn399df466+/EBERgd69e8PGxgYFBQWIiYnBsmXLsHTpUsyYMcMovtDajo6OuHDhAn777Td89dVX8Pb2hr+/Pzp27PjcszDG8F/WXbVqFXJzc/HFF1+gfv36WL58OUJDQ3H69GnMmzcP3t7eqKioQEJCAhYsWIAlS5bgq6++EuwCwMmTJzF27Fg4Ozvjs88+g5WVFc6dO4cjR47g888/R+PGjXHy5Ens3LkTKSkp+PHHH9UTGl4uAPz0008ICwuDp6cnwsLC4O7uDrlcDktLS5SWliIvLw9//PEHoqOjERoaisWLF8PPz4+r+zKYyipAly9fRkhICGrXrg1PT0/k5eVhxYoViI+Px+rVq9GsWbNn7kuIKzR3dfpPukJ75vV+Hz9+HLNnz0bz5s2hUCgQHx8PpVKJx48fo169evjuu++gVCqxd+9eLFiwAG+//TZ8fHwEu0J9Ly+v576fVX9kTps2DTVr1oRMJsOZM2cEuwAwZswYLFiwAP7+/gCAc+fOYcSIEahVqxYGDBgABwcHZGZm4qeffsLQoUOxa9cu9afvvFwA2L17N7p166Z+PWfOHCQlJSEkJAT+/v6ws7PDv//+i5iYGGzfvh329vYYO3YsV7cKa2trxMTEICYmBg4ODujVqxd69eoFR0fH5/6/FOKuX78ef/zxB0aMGAE7OztERUXhyy+/xO7duzFhwgT4+PigvLwc+/fvxw8//ICVK1ciLCzMKL4Q99KlSwgMDESdOnUwYMAAWFlZISUlBWlpaQgLC4ONjQ1OnjyJJUuW4OTJk1i3bp3GBEyIL8Q9ffo0xowZg0aNGiE0NBRubm6wt7dXf5Cem5uLixcvYu/evQgMDMSGDRvQpk0bdW4hvtDa+vLgwQNkZWUZ7D3LzczMRP/+/VFRUYH33nsP6enp+OWXXxAbG4ulS5dqnMEsLi7W8IW4esMkgpubG4uNjWWMMVZRUcFcXV3Z6tWrdY79+uuvWceOHY3mC3GdnJxYfHw8UyqV7MCBA2z8+PHM1dWVKRQK1rp1a/bVV1+xlJSUZ/YtxBfient7s4ULF6pfnzp1ijk5ObGVK1dqjY2IiNDoWYjLGGMDBw5kw4cPZyqVSmP72rVrWYcOHVh5eTljjLEbN24wLy8vNm/ePO4uY4z5+/uzcePGafWoi7FjxzJ/f3/uLmOM7d27V+9/kyZNYgqFgrvLGGPjxo1jvr6+rKCgQL3t999/Z506dWJeXl4a39txcXEavhBXaG5e75mQnnm+38OGDWOBgYHq11FRUax58+ZswoQJGvkqKiqYn58fGzFihFFcob6TkxP78MMP2fTp09nMmTO1/k2aNIk5OTmxoKAg9TZjuFV+fHy8+vWgQYNYx44dWU5Ojsa4jIwM5unpyaZOncrdZYwxd3d3FhMTwxhjTKVSsRYtWrD58+czXUyfPp35+Phwd5/sOzs7m61fv5717t2bOTk5MYVCwfz9/dmGDRtYdna2zv0JcX19fdk333yjfp2UlMScnJy0jk2MMRYWFsa8vb2N5gtxg4ODWd++fVlJSYnGuO+++475+vqqj8EpKSnsgw8+YKtWrdIYJ8QX4g4cOJANHjyYlZaWavX4JKWlpWzQoEFswIABGtuF+ELcs2fP6v1v9uzZGr9/hbiMMTZ16lTWvn17lpGRod62b98+5uHhwXx8fDS2P/27X4irL5I5E1WnTh3cu3cPQOX9NuXl5Xjvvfd0jn333XcRGxtrNF9obaDycg8/Pz/4+fmhsLAQiYmJSEhIQHR0NKKjo+Hg4AB/f3/06tUL77//vlH9l3Hz8/PxzjvvqPdR9Ulx8+bNtbK5urpi37596tdCXKDyOvQZM2ZAJpNpbPfz88OSJUtw+fJluLu745133sHgwYORkJCA8PBwri5QeR14YGCgVo+66Nq1K7799lvuLgDMnDkTMplM7zMeT74/vFwASEtLQ0hICOrWrave5unpib1792Ls2LEICQlBZGSkzsudhLhCc/N6z4T0LNQX4v7999+YNGmS+rWPjw/mzZundVmqubk5/P39ERUVZRRXqB8ZGYlFixYhLS0N4eHh6NKli4Zz+/ZtHD58GEFBQRpnv4S6T1NeXo6LFy8iPDxca7W0Jk2aYNCgQdi7d69JuNbW1nj06BEAoKSkBCUlJWjZsqXO/bds2RKJiYnc3Sdp2LAhxowZgzFjxuCff/5BfHw89u/fj0WLFiEyMhIeHh7o3bs3unfvjtq1awt2c3JyNI6rVffH6bok0MvLC4cPH9bYJsQX4l68eBFhYWFal/IOGzYMW7duRXp6OpydndGyZUsMHDgQcXFxmDBhglF8Ie6VK1fwxRdfvPCePgsLC/XljU8ixBfiBgYGah2HngVjTGOsEBeovOdv+PDhaNKkiXpbnz594OrqinHjxmHw4MFYt26dxr3zxnD1RTKTqE6dOiEuLg7BwcGwsrKCs7MzDh06pHEKvoqkpCSNP+KF+kJrP02dOnUwaNAgDBo0CNnZ2UhISMCBAwewbt06rF+//oX3Xgjx9XUbNmyImzdvqr0bN24AqLyW+Ok/dP755x80aNBA/VqIC1Quj1o1aX2Su3fvQiaTwczs/6/s/9ZbbyE/P5+7C1ReR33p0iUMGDBAax9Pk5aWpnEDKC8XqPyeaN68OWbOnPlCPyYmBjt27ODuApWn7998802tsba2tti6dSsmTpyIyZMn48svv4SlpaXRXKG5eb1nQnoW6gtxy8rKNLZVXUKr6wbq+vXro7i42CiuUN/Pzw8+Pj5Yv349QkND4eHhgfDwcPUlWs/7w0SI+zQVFRVgjD3zuNSkSRMUFhaahNu6dWscPHgQI0aMUN/kf+bMGXTt2lXLT05ORqNGjbi7z+K9995DWFgYwsLCcO7cOSQkJODQoUOIiIjAt99+i9TUVMGura0tcnJy1N6///6r8d8nycrK0vq+FeILcWvUqIGSkhKtcSUlJZDJZBr3KTk6OiI6OlpjnBBfiFu7dm31vd4vIjMzU2uiLMQX4lpbW0OhUCAkJOSFbmJiosa960JcALh//77GPZJVvPvuu4iOjsbo0aMRHByM5cuXa40R4uqLZCZRoaGh6N+/P4KCgjBx4kTMmDEDoaGhGDduHPz8/GBnZ4ecnBzs2bMHKSkpWLBggdF8obWfh4ODA8aOHYuxY8fir7/+wv79+w16X4T4z3O9vb2xfft2NGrUCPXr18eyZcsgl8tx/vx5HDt2DJ06dYJKpUJiYiKio6PRu3dvo7gA0KFDB2zZsgVt27aFh4cHgMpPvebNm4e6detq3IycnZ2tcV0sLxcABg8ejMWLF8PKygpDhgzR+PSkips3b+LHH3/Erl27EBoayt0FADc3N1y/fl3rJm9dPH0Q5uUCwNtvv43U1FSdk8datWph7dq1mDFjBv73v/9p3WQrxBWam9d7JqRnob4QVy6Xa/yxVqtWLYwcORL/+c9/tPb177//apztEuIaw7e0tMSkSZPwySefYP78+QgICEBAQIDWz6AuhLhA5SIPBQUFAIA33ngDubm5Osfl5uZq/bHHy50yZQoGDBiAyZMnY+rUqfjyyy8xYcIEPH78WONYGxsbi8OHD2t8mMDL1QdPT094enoiIiICJ06cMOg4/Ty3Xbt22L59O9zc3FC/fn3Mnz8ftWvXxvHjx+Hp6QknJycAUN/D2759e419C/GFuK1atcK2bdvQs2dP9WqHSqUSy5YtQ61atdQuUHlly9PfJ0J8IW7v3r2xefNm2Nvbo3///jpX5CwpKcGuXbuwZcsWBAUFaXxNiC/EdXV1RU5Ojs4PBZ7m77//1ngtxAWARo0a4erVqzrH29nZYdu2bRg3bhw+/fRTdOrUyWiuvkhmEiWXy7Fjxw5ERERg9OjR6ktajh8/jl9//RVA5anEqpt9q25sNYYvtLa+ODo6atz0WZ3+0+5///tfpKSk4OuvvwZQ+WnEkiVLYGtri6CgIJSXl4MxhsePH8POzg6TJ082igsAn332Gc6fP4/hw4dDLpfDyspKfcNgZGSkxmo5hw4dwocffsjdBYDRo0fjwYMHiIqKwpYtW2BjYwM7Ozv1jZ/5+fkoKiqCubk5Ro4cqXFjMi8XANzd3fHbb78hPz9f56c+T1K7dm04ODhwd4HKg/ju3bsxe/ZsnQeUmjVrIjIyEnXr1sWOHTs0Pr0X4grNzes9E9KzUF+I6+rqigsXLqhfW1lZaVxG+yTJyckaE0whrjH8Kho1aoRly5bh7NmzmDNnDnx9fdGvXz+9zii9rBsXF4e4uDj1659//hkDBw7UmfvpJZ15uU2bNsWWLVsQHh4OPz8/9Zm/HTt2aJxVrVGjBiZMmIDg4GDuriHUqFEDH330ET766COjuFOmTMGpU6cwbtw4AJVnKL/55hs0bNgQn3zyCezt7aFSqZCTkwMrKyutCbgQX4g7bdo0DBkyBB9//DFcXFxgZWWF9PR03L9/HxERERqX2h09elTr8RxCfCHulClTkJ2djTlz5mDBggVo1qwZ5HK5+libl5eH69evo7y8HD169MCUKVO03u+X9YW47u7u2LhxIwoLC1/4cFr21Kp/Qlyg8lLOxMREhIeH61xl0cbGBlFRUZgyZQqOHj2q8XtNiKsvklni/EmuXbuG06dP4+bNmyguLoaVlRXkcjlcXFzQunXrF14zKsQ31N27dy9atWqFxo0bv1SvQnyhtRlj+PPPP1FUVAQXFxf1D9CtW7ewZ88e3L17F02bNkW/fv20PoEV4gKVy6fu2LEDFy5cQFlZGZo2bYoBAwZofEoEAI8fP4aZmZnGDw8vt4qcnBwcOXIEV65cQV5envo5DnK5HAqFAl27dtW6hJGnW1xcjIKCAtjb26NmzZo69/0seLlA5dKnu3btgr+//3OfQwIAmzdvxtWrVzF37lzBrtDcvN4zIT0L9YW4t27dQm5urvrs8LO4d+8eFi5ciG7duqkvGxbiGsPXhUqlQnR0NFasWIGCggKsWrXqhfc1GereuXNHa5uZmZnWhL4qd8eOHdUrdvJyn+7zxIkTSE5O1nms9fb21rrPiqe7cuVK+Pr66rUSnzFdoPLsw7Fjx/Do0SN4eHio70FOSUlBTEwM8vPz0bRpUwwbNgxNmzY1qi/EvXPnDtavX69xrB0yZIjWGYVbt27hzTff1Po7QYgvtHZqaioSExOfeazt0aPHc+/TEeK/jJuXl4cbN27A1dXVoEfsCHUB4M8//8SGDRsQEhLy3GXXVSoV5s6diytXrmDr1q2CXX2R5CSKIAiCIMRMeXk5lEolatWqZfCDVoW4BEEQRCWSnUSVlpYiNzcXpaWlsLS0hL29vc6boV+Fz8sVa24p9kxIC8aY+hPBl7mkQIjPy+VZm3qm3Kbs8qxNuau/NiFeJPUR1MOHD7F582YcPHgQGRkZGtdeymQyNGnSBD179kRwcLDOazeF+LxcseaWYs+GcOzYMRw+fFjjcilTd3nWNrXcjx8/RlxcHA4ePIj09HTcvXtX/bX69etDoVCon6yu60yBEJ+XK9bcUuyZclNuyv3qauvDuXPnkJycjIkTJ1a7L0aXV23JnIm6ffs2goKCkJOTgzZt2sDd3R1yuRyWlpYoLS1FXl4eUlNTkZycjAYNGuCHH37QuBdIiM/LFWtuKfZsKGvWrMHy5ctfuJy9Kbk8a5tS7oKCAowaNQqXL1/GO++888zvk4yMDDg7O2Pjxo2oV6+een9CfF6uWHNLsWfKTbkp96urrS+mdMwSg8uttsGP5xUpEyZMYF26dGHXrl177rhr166xLl26aD1RXojPyxVrbin2bCirV69+qadr83R51jal3OHh4czLy4udOnXqud6pU6eYl5cXCw8P19guxOflijW3FHum3JSbcr+62vpiSscsMbi8akvmcr7k5GRMnjxZvfrLs2jWrBmCg4OxYsUKo/m8XLHmlmLPADSe3m4ovFyetcWa+9ixYxg1ahTatm373HFt27ZFSEgINm3aZDSflyvW3FLsmXJTbsr9amrru4omABQVFWltE+KL0eVdWx8kM4kyMzODSqXSa6xKpYKZmZnRfF4uz9rUs2EuAJibm6NJkyZaDzTURWpqKi5evMjdpdyGu2VlZXjjjTde6AGVDxstKyvT2CbE5+XyrE09G+byrE25q7c25a7e2tnZ2WjYsKFeH8JlZGTgwYMHGtuE+GJ0edfWi5c67yVCJk+ezDp06MDS09OfOy49PZ21b9+eTZkyxWg+L1esuaXYM2OM9evXjwUEBDzXreLpU8+8XJ61xZo7JCSE+fr6stzc3Od6OTk5zNfXl40aNUpjuxCflyvW3FLsmXJTbsr9amr36tWLDR48+LleFbqOWUJ8Mbq8a+uDZM5EzZ49G0FBQQgICMAHH3wAV1dXrac1p6Wl4eLFi2jcuDFmzZplNJ+XK9bcUuwZqHyyd2xsLMrKyl74wGcAWk8F5+FSbsPd2bNnY9iwYejevTu8vb3h6uoKe3t79fdJbm4u0tLScPToUVhaWur8/n5Zn5cr1txS7JlyU27K/Wpqu7m54aeffsLjx49hbm4OQxHii9HlXVsfJLM6HwAUFxdj+/btOHz4MK5evapxmtXCwgKOjo7o3r07hg4dqvN0rRCflyvW3FLsOTU1Fb/++iuGDh0KW1tbrZ6eJCsrC7dv34aXlxdXl3K/XO2cnBysWbMGP//8s8byuFXY2trC19cX48ePR8OGDbW+LsTn5Yo1txR7ptyUm3Ibv/bJkyexf/9+hIWFQS6Xa3lPcvXqVVy+fBn9+vUzii9Gl3dtfZDUJOpJGGO4f/+++kGodevWNeghaUJ8Xq5Yc0uxZ0I65OTkIC8vT/2wRrlcjgYNGlSLz8sVa24p9ky5KTflfnW1CXEj2UkUQRAEQRAEQRDEy2D24iGvP/n5+WjevDlOnz5d7T4vl2dt6tlwKHf1uTxr37t3Dz4+Prhw4YLBrlCfl8uzNvVsOJS7+lyetSk35TZll3ftKmgS9f8QekJOiM/L5VmbehZPbcpdfa5KpcKdO3egVCqr3efl8qxNPRsO5a4+l2dtyk25TdnlXbsKmkQRBEEQBEEQBEEYAE2iCIIgCIIgCIIgDMHgJ0u9hiiVSrZnzx6Wl5dX7T4vl2dt6tlwKHf1uTxrP3r0iK1YsYLdunXLYFeoz8vlWZt6NhzKXX0uz9qUm3Kbssu7dhW0Oh9BEARBEARBEIQB1OAdgDdFRUX4448/UFhYCFtbW7Ro0QK1atWqFp+XK9bcUuyZcksj96NHj7Bnzx6cP38eDx48QL169dC+fXv4+/ujRo0X/5oW4vNyxZpbij1TbspNuU3PFWtusfasC8mciYqMjISfnx8UCoV624YNG7B69WoolUowxiCTyfDGG29gxowZGDhwoNF8Xq5Yc0uxZ8otndzTpk3D/fv3sXHjRgDArVu3EBwcjKysLNSpUwe2trbIy8tDUVERXFxcsGnTJtSpU8coPi9XrLml2DPlptyUm3Kbgsu7tl4IuhhQRDg5ObH4+Hj16507dzInJyc2aNAgduDAAXb+/Hm2b98+5u/vzxQKBfvll1+M5vNyxZpbij1Tbunk7ty5M1u7dq36dUhICPP09NQYo1KpWEJCAnN3d2cREREauYX4vFyx5pZiz5SbclNuym0KLu/a+iDZSVTXrl3ZwIEDmUql0hinVCpZ9+7dWWBgoNF8Xq5Yc0uxZ8otndyurq5s9+7djDHGysrKmLOzM9uyZQvTxaJFi1jbtm01tgnxeblizS3Fnik35abclNsUXN619UGSS5wrlUrcunULAwYMgEwm0/iapaUl+vbti8uXL78Sn5cr1txS7Jlyv9655XI5srOzAVQ+lFelUsHe3l7nvu3t7VFcXKyxTYjPyxVrbin2TLkpN+Wm3Kbg8q6tD5KcRJmZmcHc3By2trY6v16vXj2UlZW9Ep+XK9bcUuyZcr/euX19fREbG4sHDx7AwsICrVu3xu7du7W8srIyxMXFwcnJSWO7EJ+XK9bcUuyZclNuyk25TcHlXVsfJLU635YtW3Do0CEAgIWFBTIyMnSOu3Pnjs4/iIT4vFyx5pZiz5RbGrknTpyIkydP4pNPPsHo0aMxbNgwREREoHfv3ujRowfs7OyQk5ODhIQEZGVlYe3atRr7E+LzcsWaW4o9U27KTbkptym4vGvrg2RW5/P29tbaplAosHr1ao1tjDH06NEDzZo1w5o1a4zi83LFmluKPVNu6eQGgIcPH2LhwoXYt28fysvLoevX8Pvvv49Zs2ahXbt2Wl8T4vNyxZpbij1TbspNuSm3Kbi8a78IyUyi9KWwsBBHjx6Fo6MjXFxcqtXn5fKsTT1TblN2X3Xthw8f4ty5c7h58yaKi4thZWUFuVwOFxcXNGvW7IX7F+LzcsWaW4o9U27KTblNzxVrbrH2/DxoEkUQBEEQBEEQBGEAklxYgiAIgiAIgiAI4mWhSZQOtm/fDh8fHy4+L5dnbepZPLUpt3hcnrWlmFuKPfOsTbnF4/KsTbml4fKqTZMoHTx48ABZWVlcfF4uz9rUs3hqU27xuDxrSzG3FHvmWZtyi8flWZtyS8PlVVsyS5z//vvveo+9ffu2UX1eLs/a1LNhLs/alLt6a1Pu6q1NPRvm8qxNuau3NuWu3tpSzC3WnvVFMgtLKBQKyGQyvcYyxiCTyZCenm4Un5cr1txS7JlyU27KbXq5pdgz5abclJtym4LLu7Y+SOZMlLW1NRQKBUJCQl44NjExEQcOHDCaz8sVa24p9ky5KTflNr3cUuyZclNuyk25TcHlXVsfJDOJcnV1RU5ODrp27frCsX///bdRfV4uz9rUs2Euz9qUm3K/apdnberZMJdnbcpNuV+1y7O2FHOLtWd9kczCEu7u7sjMzERhYeELxzLGtJ5qLMTn5Yo1txR7ptyUm3KbXm4p9ky5KTflptym4PKurRdMIuTm5rIzZ86wR48eVbvPy+VZm3o2HMpdfS7P2pRbPLml2DPP2pSbcr9ql2dtKeYWa8/6IpmFJQiCIAiCIAiCIIyBZC7nIwiCIAiCIAiCMAaSWViiijNnzuDgwYNIT09Hbm4ulEolrKysYG9vD4VCgZ49e6JNmzavxOflijW3FHum3JSbcptebin2TLkpN+Wm3Kbg8q79PCRzOZ9SqcTUqVPxyy+/oFatWmjevDnkcjksLS1RWlqKvLw8pKeno6SkBJ07d8bSpUthZWVlFJ+XK9bcUuyZclNuym16uaXYM+Wm3JSbcpuCy7u2Xryyu61MjO+++465ubmxmJgYVlZWpnNMWVkZi4mJYe7u7mzOnDlG83m5Ys0txZ4pN+Wm3KaXW4o9U27KTbkptym4vGvrg2QmUe3bt2dLly7Va2xkZCRr37690XxeLs/a1LNhLs/alLt6a1Pu6q1NPRvm8qxNuau3NuWu3tpSzC3WnvVFMgtLFBUVoWHDhnqNdXBwQFFRkdF8Xi7P2tSzYS7P2pS7emtT7uqtTT0b5vKsTbmrtzblrt7aUswt1p71RTKTqObNmyM2NhZKpfK540pKSrBr1y44OzsbzeflijW3FHum3JSbcptebin2TLkpN+Wm3Kbg8q6tD5JZWOL8+fMYOXIk6tWrh759+8LV1RVyuRwWFhYoKytDXl4e/vzzT8THx+PevXuIiopCy5YtjeLzcsWaW4o9U27KTblNL7cUe6bclJtyU25TcHnX1gfJTKIAID09HZGRkTh9+jQqKiogk8nUX2OMoUaNGmjbti2mTp2qc0YqxOflijW3FHum3JSbcptebin2TLkpN+Wm3Kbg8q79IiQ1iaqiqKgIf/31F/Ly8tTrxcvlcjg6OsLGxuaV+rxcseaWYs+Um3JT7tfLpdyUm3Kbnku5xePyrv0sJDmJIgiCIAiCIAiCeFkks7AEQRAEQRAEQRCEMZDUJOr69euYNWsWBg0ahPHjxyMuLk7nuCNHjsDHx8eoPi9XrLml2DPlptyU2/RyS7Fnyk25KTflNgWXd+0XIZlJVGZmJvr3748DBw6gvLwc6enpCA8PR2BgIO7evasxtri4GFlZWUbzeblizS3Fnik35abcppdbij1TbspNuSm3Kbi8a+uFwY/nFSlTp05l7du3ZxkZGept+/btYx4eHszHx0dje1xcHFMoFEbzeblizS3Fnik35abcppdbij1TbspNuSm3Kbi8a+uDZM5EXbhwAcOHD0eTJk3U2/r06YOdO3cCAAYPHozU1NRX4vNyxZpbij1TbspNuU0vtxR7ptyUm3JTblNwedfWB8lMou7fvw87Ozut7e+++y6io6PRoEEDBAcH48SJE0b3eblizS3Fnik35abcppdbij1TbspNuSm3Kbi8a+uDZCZRjRo1wtWrV3V+zc7ODtu2bYOzszM+/fRTJCYmGtXn5Yo1txR7ptyUm3KbXm4p9ky5KTflptym4PKurQ+SmUR5eXkhMTERFRUVOr9uY2ODqKgodOzYEUePHjWqz8sVa24p9ky5KTflNr3cUuyZclNuyk25TcHlXVsfJDOJCggIwIcffoi0tLRnjrGwsMCqVasQGBgIT09Po/m8XLHmlmLPlJtyU27Tyy3Fnik35abclNsUXN619UHGGGMGWwRBEARBEARBEBJFMmeiCIIgCIIgCIIgjAFNogiCIAiCIAiCIAyAJlEEQRAEQRAEQRAGQJMogiAIgiAIgiAIA6jBOwBBEARBGMKZM2cQFBSkfm1mZgYbGxs0aNAALi4u+Pjjj9GxY0fIZLKX2n96ejqOHDmCfv36oXHjxsaKTRAEQbxG0CSKIAiCECW9evVCp06dwBjDo0ePcOPGDSQlJWHfvn1o164dli1bhtq1axu83/T0dKxcuRJeXl40iSIIgiB0QpMogiAIQpQ4OzujT58+GttmzZqFhQsXIioqCmFhYfj+++85pSMIgiBeZ2gSRRAEQbw2mJubY+bMmUhNTcWJEydw7tw5eHp6IicnB1FRUTh9+jSysrKgVCrx1ltvoW/fvhg1ahTMzc0BACtWrMDKlSsBQOOSwX79+mHevHkAgLKyMmzatAkJCQnIzMyEpaUlPD09MXnyZDg7O1d/0wRBEES1Q5MogiAI4rWjf//+SElJwfHjx+Hp6YmrV6/i8OHD6NatG95++22Ul5fjxIkTWLx4MW7fvo1vvvkGANCtWzfk5eVh586dGD9+PJo1awYAePvttwEA5eXlGDVqFC5cuIA+ffpg2LBhKCoqQkxMDIYMGYJt27bBzc2NW98EQRBE9UCTKIIgCOK1w8nJCQCQkZEBAPDy8kJSUpLGYhMjRozAZ599hl27dmHixImwt7eHQqFAixYtsHPnTrRr1w6tW7fW2O/27dtx9uxZfP/99+jYsaN6+9ChQ9GrVy8sWLAAW7duffUNEgRBEFyhJc4JgiCI1w4bGxsAQFFREQDAyspKPYEqKyvD/fv3ce/ePXTo0AEqlQppaWl67Tc+Ph7NmjWDi4sL7t27p/5XVlaGdu3aISUlBUql8tU0RRAEQZgMdCaKIAiCeO2omjxVTaYqKiqwfv16xMXF4ebNm2CMaYx/8OCBXvu9du0alEol2rZt+8wxBQUFcHBweMnkBEEQhBigSRRBEATx2nH16lUAQNOmTQEA8+bNw9atW+Hn54fx48fD1tYWNWvWxKVLl7Bo0SKoVCq99ssYg6OjI2bNmvXMMba2tsIbIAiCIEwamkQRBEEQrx2xsbEAgM6dOwMA4uLi0KpVKyxZskRj3M2bN7Xc5z2kt0mTJigoKECbNm1gZkZXxBMEQUgVOgIQBEEQrw2PHz/G/PnzkZKSgs6dO8PDwwMAYGZmpnUJX3FxMTZv3qy1D2trawBAYWGh1tf69u2LvLw8REVF6ayfn58vsAOCIAhCDNCZKIIgCEKUXL58GXFxcQCAR48e4caNG0hKSsKdO3fQoUMHLF68WD22e/fu2LlzJ0JDQ9GuXTvk5+dj9+7dqFu3rtZ+3dzcYGZmhrVr16KwsBDW1tZo3LgxPvjgAwQFBeHUqVNYsGABkpOT0aZNG9jY2CArKwvJycmwsLCg1fkIgiAkgIw9/dEcQRAEQZgwZ86c0XgQrpmZGaytrdGwYUO4urri448/RqdOnTSckpISLF++HImJicjPz4eDgwP69+8PNzc3jBgxAnPnzkVAQIB6/N69e7FhwwZkZmaivLxc42G7FRUV+PHHHxEXF4dr164BAOzt7eHm5oZ+/fqhQ4cO1fAuEARBEDyhSRRBEARBEARBEIQB0D1RBEEQBEEQBEEQBkCTKIIgCIIgCIIgCAOgSRRBEARBEARBEIQB0CSKIAiCIAiCIAjCAGgSRRAEQRAEQRAEYQA0iSIIgiAIgiAIgjAAmkQRBEEQBEEQBEEYAE2iCIIgCIIgCIIgDIAmUQRBEARBEARBEAZAkyiCIAiCIAiCIAgD+D95hNiLGL1bewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x5040 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alphalens.tears.create_event_study_tear_sheet(factor_data, \n",
    "                                              pricing, \n",
    "                                              avgretplot=(5, 10));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Short Signal Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we wanted to analyze the performance of  short signal, we only had to switch from positive to negative event values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:29.809273Z",
     "start_time": "2021-09-07T23:19:29.806840Z"
    }
   },
   "outputs": [],
   "source": [
    "events = -events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:29.985276Z",
     "start_time": "2021-09-07T23:19:29.811225Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 0.0% entries from factor data: 0.0% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 35.0%, not exceeded: OK!\n"
     ]
    }
   ],
   "source": [
    "factor_data = alphalens.utils.get_clean_factor_and_forward_returns(events,\n",
    "                                                                   pricing,\n",
    "                                                                   quantiles=None,\n",
    "                                                                   bins=1,\n",
    "                                                                   periods=(\n",
    "                                                                       1, 2, 3, 4, 5, 6, 10),\n",
    "                                                                   filter_zscore=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-09-07T23:19:32.434768Z",
     "start_time": "2021-09-07T23:19:29.986257Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Quantiles Statistics\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>count</th>\n",
       "      <th>count %</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>factor_quantile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-29.990385</td>\n",
       "      <td>-26.549999</td>\n",
       "      <td>-29.574573</td>\n",
       "      <td>0.534693</td>\n",
       "      <td>148</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       min        max       mean       std  count  count %\n",
       "factor_quantile                                                           \n",
       "1               -29.990385 -26.549999 -29.574573  0.534693    148    100.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x5040 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alphalens.tears.create_event_study_tear_sheet(factor_data, \n",
    "                                              pricing, \n",
    "                                              avgretplot=(5, 10));"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
